{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mixture_model import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "from jupyterthemes import jtplot\n",
    "jtplot.style(theme='onedork', grid=False, ticks=True)\n",
    "np.random.seed(1024)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 460.8x403.2 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y, true_centers = make_blobs(n_samples=150, centers=3, n_features=2, random_state=0, return_centers=True)\n",
    "plt.scatter(X[:, 0], X[:, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "model = KMeans(classes=3)\n",
    "means, results = model.fit(X, iters=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 460.8x403.2 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 21\n"
     ]
    }
   ],
   "source": [
    "plt.scatter(X[:, 0], X[:, 1], c=y)\n",
    "plt.scatter(means[:, 0], means[:, 1], marker='x', alpha=1., c='r', label='means', linewidths=3)\n",
    "plt.scatter(true_centers[:, 0], true_centers[:, 1], marker='x', alpha=1, c='blue', label='true')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "print(f'iters: {len(model.iter_means)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gEJYUJVJGBJ5gIYTEft9xcV5ze7Pm2dNr7r/2Jq2NbFuL33acrc4YPCybhqu7XbZdCYHdrqeuS4wucS4iFQzSIZTlvK6JIb+u7GAcCU7ghUAmSUgJLxSmqIlElBCIJCFEZNqBSkhZ4kNiaDWlatCzBiHrlz7TLDF+GSeqOeGETydOhPKTwEueh0mkKYY3kPbvsXv6NcahZ92NfPPdK77xzfd5/8kNQkgGrzGVoZSSfh+QCaJPXF/fsDxbISbV1KyuCT4wjmMuHxEYh4Gutew3Wy7PF9MKpOR6s2dxbijrChsi+72lqipcNKz3I61NVPMzvCrY7Hv6wTKrS548ew4obtY9SpcoErOqxAVHESTbdYsWCSEidjcQU2TcDphCsFw1IBNFUVBpjUyOsRsp62ZyJ04kaQl+BKkhRgbhUYUCL5BaI11H2j3LMynNJYg6uxdLRZwYRQimWOJTosoJJ3wacSKU3xc+6JybJ+CRkeBb7O13GLaP2e0ij5/f8rvffc7vvX/NdrPHKIWNiYt7F5QIUj/w6N4lbdvR2YHeR5pqwXa95vxsweXFkpgkXd9jtMT5wO16S992lEZRmCwvDlGwbz1j9NSNwYuCbefZ7jr04HJuvC4omjlPHj+FEPDOUZiC3X6gns9IwnC72XCz2RGDZdU0VIXk4b1zREx465FS4nWiMIpgLUJ4etvhho6yrNDGMOxyA1+ZEiVSnsnBI4QkAc4HUoxUyiDFAGFDHnQUiHoilaTyHM8rFHKSgJ1wwqcRJ0L5feEDJ7aUprkLR3f3jN2Tx+zv7rhdO54+fc7N3Yb94Gk9YB1ORH73nfd56/4DKqF5ertjGEakMew3LQ9lja4qbrc7RjeyXNRcnC1o9zvaweOTpB89T69vOV8taAdHZwMrM0MLzdXtmqHvMaZgs+u5d68hpUTfWzbvvEsgYQT40U5291BVFZv9wBCh6wMxBHrfsZrXrL/zhGBHZnXBaw/uM3oI7ZDjgWOPFAmjPXa0KK2pm4au3VM1iRCzhFgZgylKtFa44PJ8jBAUUeY8MQpM0khZZtdLKRBJT2WvE4mccMKnGSdC+QkixZhXJ+0du2fv0m/uaO92PH+65cnjZzy/XrPpLIMD6wKd75HK0FQjlVLMioK+DzAGRjtSmBatBHYYMVXJ87sdSWhuru9o+w5tKnof8SESNy3L5RlJKu7agTbAs2dPOVudMXqHj5Jd5/LKIin6fiBEz3boOJvPSCnho+D59TW3246nm4ExQF0aFkIz7hy2aym0YEgJve5YzAx1mdBGYBTZNt9mx2KpJd475vPFURGWhKKgxmiFHT3KSIwSpOSxtkMZgfQ9wirEXmBkRCgBokRSZGsWTrRywgmfVpwI5cfGBxLgD2Ef0eO2V/Q379Hv9ow2Mo6BfnB0vWW37xlDIiVQxjBGwc2mpTEGWwbGYaReNHQ28ny9ZTmfMQyWuO0otebx1YaqWjC2jv1+ZNt7LpczbEjYqNB1Q+8i23VLPyZka/HOIaTAxR5tNFVV0czPeX71DD9GdtKyOlux23Vc315xtW5powHV0HnH7a5HpcDlakFZzehj5GrdsV6PNLVgtBUXZxWzUuOsxShDCh43BvYpUlY1ShvKZoYbB1IIFGUFCVShSSIRhUPg8L7NSZQEpBaowoAi57lEmctlU3DXiVlOOOHThROh/H6QIi/nEU66X1J7hxo2eJdY7zzPbls2+5GQQGmFToGYcriV94E4/b/OeUbnMD4ijcYLQescLiSWRQ1K41Jiv+5p+0hIMAaBE5rRWYoIYgzshpxxUtYL7jY76rpmaAdGB9buWCwXOOexDlIylLLkvas1t7uOu3ZkbyNDFPiwzyW86DlfNOxHx0IafHCE3qKjReqSfe8QeHY47p+v6NoWpSPzxRxJxA49VSPp2/0U0BWJUiKEIoaYrfi9IyaB0qAKhYiRNEr8Vmc5cVkgRO6vkKaB+k/umz/hhBO+B06E8vvEq6G2ibDfMGyuSMOOto+se2iHxOhACsVi3jAOI+PYg0h47xj7FuUsY4o0Tc1mfUs1axCmZNf3kASbdiS6jqosubm+wzlLEgnbW/Su4975GdvO4pKltwnrPEZACIHBtTRNw+LsgqdPn7LedtxtdlSzOVJIunXPzWbN3nq2g8cJjfOO5BNaJiqjGEbHWDi6fmBe1xSVwraOgEKbmqqUVDqx37UUSrIsS0iBpl7QDyPGGHyISAF93yKQmKQgJIJN6LIkIUkIvBOUuiA5Se+gMTO0mYHUk3/kSyvCE0444VODH4lQfv4P/RH+1J/+l/hP/vr/EYDzi3v8hb/0b/PwtTe4u73h//1f/k0ev//dH7jtpwEvqvkH9VFuyPfbDfvtHbbf046GTRcYHJT1jCUGqRX73Zbt1uGSpVA5jjfYkbIsETHixhFdaLY7Tz8MXJydc7PeQIC+fc4wDGitSSIwqyuQhoCiGzpa65ivLhl9x67r0EqhtSIJzWbX0U42KkmV7IdIYRTb3Zb1roeyYjsOjCmRPKgYMRK0KAgS2rblvb7l9UcPWFYzZoszqkbhg2f0nkIqmnqGTAEhBOMwUFUDSkrs0BMSaFNQGEPftQwjLM7nuHHAp0g9MwiRCN4dUyLBMnRbmmKOLDRJymxITNZAfDBK5SAr/iDhvGRX+co9J5xwwk8O8od94B/7E3+Kv/Qr/84rB+q/8W//L/i9b36d/+Df/9/yD//Bf8+/9Vf/V2itf+C2nw4IIooQBSImhO0Iu+fs19dsO1iHJbaYUyyXmKaibgrm84qUPFEkfEpooTG6xIaEV5pieUYfBcXsjNGCCFCZCm9DtlpJ0PqAbOZUyyWzxYxuHKmWZ9y0A21IBKG4225IIiGNwQFBCNZty3efPGHTttzt93gBrbO8d3XN03XLXe+53fSMYyRYT4gJG2HwiXYYGEeLHS1GSpIP2YerqjH1EmHm1M0lQpT4AM4Frm/vKMqK/XZDu7vB2R0JxxBGxujRWpCCpd9tKY0mu9Q4VFTIVGJDQ0oFOgV8e8W4f0zytyBGhIqTOXEikHDkz/PoWPzix4dyzr7XPSeccMJPBj8UofxP/tV/jT/6x/4kv/b3f/V43+W9B5xf3OMf/L2/S4yR3/zqP6LrWr70lZ/7vtt+mpBSQgrAjyTb8uzdb/Hee09458kdv/nN5/z9X/9N/tk3voH1DgT44HDOMo4W5wMx5qtsHxMuwpPrGzrrcD4hpMY7j5yupJXSWO8RSuFCpBtHTFEwmy/Y9wNXt3fYkJDaEGMEIWgWS4TS+JTohpEkJdVsTkgJ6z0ueGyM2BBxITE6jw+R4PJ8SAge7y2kRFUWNHXJ648e8fabb/Lao/vMZzVCJJx1WBuxPmcxtv2INlWWQEtJWRjGoce5kbKukFoiUqSpCoJ39Ps9hIiWBjc6nI1YJ0lJoQTgO8btFXb7jNRdgd1AHBDJIpOD5IH46qrxxBsnnPAHjh9qyfA//IP/nv/uv/3b/JE//s/zhS9+GciEsr67zSevCbc3V1zee4AQ8iO3fePrv/MTfgufDERKyJSym3DyXD99wje++S1urm94drXl6996wjvvvofzgXo25+Frb5DSgHeRYRgJPpKm7JIYAh7wzuOEZDGbEUKiKiR1XRNTYrAtQmmcD4wuz4IMo8BoRTeMICSTUz1CaUbrCAG6vkdrnZMfhcCHnI8iZcB5x9D39P1AEpKImOpIIJNHiUBdaC5XC84XM87mNVoCwXPeNDx6cEGpJbbfYISnVAV+bGmW5/TDHU2ShAgqQmEKQoJ2u2W2OAMi4+CoZiUomW1etmua+SXaJEIKhGk2RkTPsL0h9h2xuqUoGzAlomoQ1RxjapA1UBzDuoTgIypcp1LXCSd8XPihCKXd7z50nykKnLOv3Oecwxjzfbd9FP74n/xlfulP/vIr96WU2PY/zCv8g8EhSOoAmTwpWnbXz/jt3/hN/unv/C6/87Vv8J33n7He9aQUcG5Ebjq2reXs7BwQhJCdd8uyzM3qqTYjZc6Lt9YymzXUjUZqlQ0hC4MyBVUCu2txIRCipt3uqKqa5eocUxSkFDFK0bW5hxJSotAavMeH3NtQWjM6zzCMaK0py5IhS75ypK9SaCJGCOqqpCoUKQUKo5nPF0it8GPP7bPH3Ls842y5oCokMYzo1TIHed0EusFSrRqGvkUXiWbVIE1Fv9vRaIVW0LctRV1RNiUiKGLwpBhQWmb7+xSzyeawY1xfExD5M5OJqCuKxT2K5QNUdYEszlDFHKn1NLNyIA85xQ6/IJMTrZxwwk8eP3ZTwzuL1q8ShDEGa+333fZR+Oqv/xpf/fVfe/XFmYK/+Ff+vR/3JX4sCCEcA6USkbFv+Z3f/m3+wT/4NX7rt/4Zj5/fYZPBixqpIkZXaK0ZPey6nIookRilEMA4jpRFQfQeIBNJWbFaLSjKbE+iBJRNzfXNHS7kjrQLnn0f8N4jtOZyNkNrxTiODNbiYsSFyGw2J4RAUdXsdrsjYfixz8OM3hMmohEIvHNoBMpIqkJSGE1RFMwXC3wUdKNnGC27NPDgfI5UkqqukEqihKZoSrSShGjZ3j2n7UZKrRAI3DhSKE1hNNGNRCRSRIK3tPsdppyjpcC7gdS36LKkKkp8sHS7Lfvnz6hioDACi0dVC3R1jZ7dUKxeoz5/nWp5iShrKAxCKnKwypRRf9Ian3DCx4ofm1Burp9zdn6BEOJ45X5xeZ/f/Oo/Yn1385HbPstI0xU8QIyRFCK/8U++yt/8z/8Wv/u1r9O2FiFLKrNgcXGfN99+g9VyTlkYrp4/5fF77zGOPVIqpICiKDBaoaRCaoMxhnJSQSmlcMEyOksS4LzHx0BMYMoiq6RsZFbXnJ9fYMoyK6v2LSEmlClg8FgXcNZR1RVCTiUz6+lHm98DeWVEDEBCKUUiz8uYsmK2WIBSPLm+m8wrn7KYN7x2uaR7vuHJ7ZbWRb7yxTe4WM7w0+ri3oPXESTG9o5hbDFKEX1g7Ae00hAD3lqElnmAUeb3LclDjDY5QpT4aBC6QBclm7s11+s7Kg1JC6pqQTu8hygWFKsHnL3xNve/8CXm5w8pFhdQVuQ24YFU0ilr5YQTPkb82IRyffWczfqOf/HP/qv8/f/v/4df/CO/RDOb8863v4l37iO3/TQgxogQgveePOO//m//Lr/zjW/T7Qckmtdff4Mv/cwvcu/hm1BqbLDYoaeer6jqW/q+z/0E7xFCIJVCKUWhNBcXFxBjbsSLhI+BumnwKYL0KK1JIYHMWSNGaUxR5b6Iy27EIURG65BCIaVmt2spywprc4CWlBqpoEzQj7meKKXEmKzeSsFTFAZTNZSzGb313LY7UsyrGW89z9cd7z+/5dGDC+6fL4hPrrnbbvnKWw/48tuvUU7mj5f3H/G0b3Fhz3a7paorkCOL1QotJDEF4jRRL5NAGUsIPSqJLBtGYYOnKGtMs8AlxfPnt+gY0EVFU3nW6z1RKGTzmN3mBiUHjEpoUyCVREgNUuZY4YlJTtaSJ5zw8eD3peP9z//G/41/7S/+W/zyn/mzrO9u+Zv/6V/HO/cDt31WIYQ4/tztdvzDf/Tr/OOv/hb96FBFxS/90V/iD//hX2KwgvceP+fx5o75coFIgRQ9pihJKVHXde4NyFxqWiwWKClpmgZnHZKsCFMifz3z+YLvvvc+RVkSR8s45hAro+Q0c5F/llWVBxqLMlu7JElZNzmvJHjGcURpjdYKbQzKW7COFBNCSLQ2CKUxpqQqG3wQjDaRZJFDtpJGFllUsN0N7OwVz27XvPXwnAerkr7bcXPznD/8C1/h/GzBrNQ8fO0Rd888ftzjnWe2aCAJuqGlKBVKSzwpl0hjQhuF9w6hR5SqiYAPIFSFqubsrWdYb9FipKlGgnOEGPDbNe24Q+isoLtv4fzh66j52VT6Ukep8QdtW17tjJ36LD8u0geldT+U0k68mB063vXRn/zpO/l040cilN/66j/it14qW63vbvh//Mf/p+/52O+37bOMg3LNWctMFyxUycbBL/zhP8qf+pf+x2z3Hb/9z36bwXouH71NUdYQLHUpefTwnO32ina/pq4KnE1IqfKwX1HgQiRKwWhd7m84kCJibUtlGrQI+N6ji4rSKBotmM/nRPJgZFHWRB9R2uCCgxiI3iJSQAlJVRh88Pkx06rIK42zI0kkhITSFDmL3iuGznK+WvDG649omprBeb717nt8693v0o0jg+vYDZqt9Vzt57x5/4yN3ZHqG35eRL7wcEkSoIxGpIq5KRisYzavGJOl85a6qIhC4EN+nHNgqgLHSHADghwJXJYr3vrKz9MPLb/7G19lt+0ZbWQ2m6GVIgVHu9/z+PfeAQfK9Rj7BeYP3kBdvAZmBWJBTAqlsvPxi8FUQUJMk/rHItkJPwbyZBBTYTFTRQyRmBICSSTmWOg8mooUeVCVlDKtSPmRPPRijPiETyt+miYN/0AghEAIQVVVPLi85Hy5wlnHn/tzf45yNucf/cZvMgZH2dS5dKQNVzfPubZ72u011zdXXKzmFCb3FNwk500pMbqcfGi9w3tPpXVuuseIlhplFHVZoZSiLg0aR1PXSK3Z7vYM/YD3HucjZVUSXCamFBNIQSJHCEuZZboAUgikEIQEs3pGkgIpJM56vvzFL/PH/8g/x/17ZwxDzze/8x3KquLi4hKzF7gw0g0jN3cdzgXc6BgvF8T4XVRqWTZf4nLRMFudcXf1GJkculTs2jXaCJQ2jD5QVjXaGBKglc5Rx9Eho0elBCH3P7QpGLyntRbvHVEKVHAYCXUzw8RADInrp09IeAQBIWEmFWohoarQQgF5xuW4VJkihwU5IO0U3vX7xWEiKHesQgz0bZd7g1qTYkRqTQyBpA6jcAKE+OEWNSd8anEilB8Rh5N/URScnZ1RFAW/9Eu/xBe/+CV++2tfQylJVVZsdjukWXO3/g7vf/cdout5+vg7lDrx4OIMO450XU9VVQzDQF3XKKXwPodXna1WKGAYBlJKOOeOEl8hBLP5nHkpMUVJUZYobdjuW+bzOV0/kBJ03UAIecjRhUDf9wQfKIoCKQVKCrTWVBUkoUjkFZO1li+99bP8mT/zP+KNRw+QeB4/7njnnW/z/PlzVFFzcX6JKQzrXctuu2MYLM/GLTjP2A0kt6GpS/7oz32Bs9mSZtjhbEtRSpz3pAR2cJjKEGMu/eXGeTbcFEmQYiRFT0ojIeTX+/qj19B/+I+wubrj5uaGEBLGyCljJZORUgI7jqxvr1Flg8Wwkg3G5EHPFDVIdSzJvCCQOKU3i5c3nPAj4cXaBCA4R7fbsbm9Q5AopaEsS+r5DF2VCAXxOIcqkd9n1vr0dXz6cSKUHwO57JVXKkopfu7nfg4fPF3XAbm/Mg4jz569Dwj+9J/6E/Ttlv/m6btcnp9jlGZoW4qioK5rFosFaXIfVlOTvqwqwjjSNA1lWdL3WeYrpmHIuq55cG9FQrDb7wkhHE/UfT8QU08SMjf3Q5im5xUhBfphpK5K5LTakjIrumKCAHRdxy/8ws/xC7/w80Q30O7uuLm94rvvvct632PjHVpq3njzTS7O7mFMQ4qBcbfmdtsikaTYMV8+5my1pHrrHFPPkDohVcyromiQUhOSx5g8t1TIkhAcRWFIkxFkCBakRElN8JbgPOu7Dev1lrYdMMagfGQYHcrHbM3f1GgEu7sNQj9jjJBEwaWpkQ1g5iRelF0O3mCvBHCezl4/Fg6faf4sE+12zXe++U2ePn7M5vqWEsXlvXvMz5Y8fOtNFhdnyLpAlwVSFtP3cGD605fwWcOJUH4EHE7oeTgwX0lVVcW9e5eMw1Ruco5xHOm6lqvb79K2PU/f+zbBDZyvltw7vyA4T4oRpXJJa7vdUpYli8XiOBMyDgN+HI+rICHyIGTXdRhj0CqXCMZh5Pb2NhcXhCCliJSCYbAkcqOdBM76qYGvGN1ICRRlAdYhlUAZQ0yCu+trzs/Pee21RxSFxgYYho6r62f0/Z5cLkoEb7m+es69h69TNw1CCmZNxebqKbvBUVQF33rvjkf3rylk4sFKk7wijI66rpFBE5IleEvf99SzOcPYs5jXhJDLgCIlBAHwkBJKJmQCyCuS+w9nJBK73Q4xjhSmoJ5rgo8USqOEwHUtY3nH3bPvoqTm/HUQiwKopxURk+zrJe3X6Tz24+OlmpXve979vW/ye1/7HZ4+fp9uvcVEyc3TJbe7DW//zJd5/Utv89aXvsjy4oyqWSCKBVJObgcfcv/88M0TPl04EcqPgXzihvV6zTgM7HZ7muUS7z3WjjifScWOPevb57hhy4OLCx4+fIgWsNttkUmwmC9yxO206rDWslqtkFIyDgOLpqGuawAWiwUx5itwrTXBj3kyXSkKYxisozAG70dAYEyB1AUg8iS+8njrCDGBkFjnj/LnGAJGCrTOUtuu67i5uebm5hriyDh2uWcRPTFlQhFKMgw7rm+eI3SJMpqHlxecffnL3Dx/jKxKdqPl3acb5lVBv4NaBwojkcKgU0BJjRQaax26sCAM+3ZLWc3QsoQYkHik1NhxzNb3Xc9+16JNQTUNayYk1gXabkuIibPFjEJWpNYzjD0uulz6SwliYPEoYs5ey+qvJEBpEjJfEZ+m6X98TAuTGCKSyLP33+drv/WbXD99zPr6CiMlwxgQMnLz/Bl1U3J785xn77/Lg0ev8ZWf+wXOHr5NUVa5BCol4hXSh9O38unGiVB+BIiXTjYhBO7u7vAh8PTpU744m7Hdbtnt9lPeyYB3A2WheO3RfV67/wARPGG0WWUlBSEEjM5lr6ZpWCwWLBaLYylNw9GhuWmy/Pcwqa9Eg+02bDZbtNaoGBmPsyiBJATWe0KMOOezz5cAF8OxJxNjpCxLYsrPa93Ag/sPePr8OTe3N1xdP8eoSNu2OJcfE1MkREhhyL9LQbM4RwrBGAZee+111rtrRNXQ7i3fevc5yluel4mLecm9izMKXTEzI0l4pNIUhcF5h9aKGD1KSUjZjUEIgQZSTGzXO/quY7U6o+st1zd3xJjLXavViqaZs1guWTQlhJFxsOhK48eObntLDJHgLF0/cPmFkfriHkIWIGrAEFFEkVVeP7QN9wkfgEBJxfbmlt/4J/+EJ++/h+t2CG8pqppWBHShWJ0tEMkz7geu3rW0N7f025bXftby5ttvs1guc/EsTg1+IV4tSZ7wqcSJUH5EHCb/YwxsNlvquubrX/86aM2TJ0+5ublmu2/Z71tWyzmvP7wHKWGHDgV4O6K1YrVc0qwWmDITSlVVzOdzmrohkbJ0FyiL7PcVQ6Aoy8nvK9uV4AeqqkJpg+k61tsdWiuqqiQJxb53SARSJYyQeB+JKRtIOueP8yxSCrquQxcVzo08fPCAp08eUyrFatEQg8V5T4wpq8amq0WlFUoLtJEUhSIEx+3dDSEEloszbvuOp1dP8fsNywLur2a8+VpCmTmXC8tirnP+vMifawwOIRTODRghCTGSYiCFiJQGZ0eWizlP3nsKGC4v71MWhmfPniJJVIXBDi13/Y5SRsq6IEWBH4bsc+Z62rsrBjswjBtee+srzB58YRp+1CQgpMOcyums9aNDkGIghsCzJ094+v57bO/uEH6kMobCGJKW+OiYzyoKJShVgbMjUUnunj5lOwa63Zo33nyLi8tLTFmiTDH1A8WLgLXDXzx9T58qnAjlx8DhCn/fdrT9iDKGr33td7l69oz9Zst2s8EUhrO6ItgRpSSlzD5ZMXjqugISSkqW8xWr1ZL5fI5SiqZp8klea1RRU1YVIgWCd5Ai49Az9HnC3buQJ+JFQitJWWiauiQRsC5SG8NoLW3XkQSE4NBGEZNEuoCzA3Y0eQhSQPQjBEGwI0/7gX674+LinGY2I1AwX5yRpMR6TyoqkpR5nsUYSiXZ3Nxw/eR9HlxeclZVWFPSBcX1bqSrFIPy+O1A++77fOWR4nUxY1kbGhRaCFzwOD+gpEZLldvmHqpCYq3DjwM+WoqqoGtht97TicjMaLRMlHHMA6SlQRiJi55+3SOkpFAF1gZCiJT2BsIVxu3RLlE+MNAU2VZfgDitT35MJCQSZ3uevvsdXLuj1oIoDEXdMHjPrMoGpiRIwU+ydg8pkOwebnruwpZw94Tdg4c8fOttzh69QQoCoV6o8w6kciKUTxdOhPIj4OWdWGtDVRUM/Q7lDcuzc9584xGzWcO9e/eIKbK5eUIMLjfWjUFLiZGKGCPLsyUPX3vI6uzsqORSSuWGtVQYY2gWy2kmZKSzPSl4oh2IdsCO/TRz4rHOTnJjhVQCrRVCSEKIpBjJUYa5P+CsJZLTGK1NDMOIEFNfRObZjHEc6N1A13bcrm9p5tmjy6VAWRYs5w1OGEICJQWFVhRKYYeOsjAsFzOc65jPK7rFnL6NRCT7PvDkekuIAdkPFOkR9aMzLJG60kgR0cYQg8PZMZMqkhQCdhjpuxYhE2cXK4RwiFQhCRQqQbAoAiJJooB9n2OHi7KmHwaur26Zz+fM53Nw0N+1XHXvo0TDA11SaInQ50g+2hH7hB+MFCP7zYbvvvMO69trmkKhSoNQCjs5ZVRlmd0bBIzWIqVEaYWzA4WqwDt262u27Z7BB2RRsri4hBRfiic4EcmnESdC+RFw2IlDCKQUKQuJkoEn7z/m9vaKxXJFcAO271lvNgTbcXG2Yjmb46zFOcdiseD8/Jwvf+UrPHjtAWfnZyiljr2Ruq6niF9DXdZ0+xYfLMkOeDdi+x1j17Hbbid/rgMRZAnuYnWONB27XQ9YtNYURUkkIbUmCfDBI0XOnAwRjFEUSqJUJpbkJX0IjN7hhkiQoEvD/GyF855d3xLSpCBTim7w7IPnbDHn/v1LFk3FaPfEYDm/XGAKiC4rtdq9ZW9KRF3T7xN9m1AhUkhJWZWM3iG0JsYAUZKiQ7qRojQUpUYngdYVSXR4Z/Fjj1IShSG5xNAPtMMIpiYFCDagipqQErfblm07sJivKLRh0LcI+U1SKbgsBJU2JHOWvb9O+PEgBM+fPWUYOpwdaccsJFEmoqaH7Pf748xQ3j8LxnHEaEVKib7vKaVCqMDdzRXpG5I33/4il49eRwh9Kkd+inEilB8DWTasWMxL6hJKE/HjjmdPtvS9xfmE0YbFYsmsqjEq9wrefPNNvvJzP8vrb7zBYrFAGjjMQRSVoe8Hetuz3W2yw9EY2O82EBPRO4K3WDsgU8wlIqFwfsSGHJaFVFgfcT4Sp2ZmURRUMbDd7+ntSBLklQwQfMKGgDIGIyWQEERKrQgRYgqE4Ni2G9SoKZuaqi6YLRuCF3jnIUXKumFWV2gpIHna3Zq6EJSFotAl54sZWmhSiOz3HZUS7Dctu2Kgm1u0T/ihpVmUVPOKlCIpBVLKfRScpSg1MYWcZqkM8/MZRq/Y390R3EjyiaF3qKKglAVBVJydnRFj5Pb2FiEEXTcghUSEObOioJgF9usrwnc9qSh4NLvA6DkCM6mKxKm08iNAADF42u0GoqcpS6IbIQWICjmVfY0xeO/zvFVZHuevrHP4oqAwk4ODzOFqd1dP0Qpm8znlskAK9QNfywmfDE6E8mNASol3iYuzGW8+OsMNO9bbPW4cSN5RqByXW2rF+XLFYrXkjbfe4gtf+iLz1ZLb9R29HREKhmGkLEuqqsIHzziMbDYbvHO0t2v22w192zKrK8rSMPQdhVGURU03OHb7FqTAlCUheFJMmLJioUsKY9nt9jnQSwoKY2iHHh8CpTYIJAJxDM+NzqGVQMiU+zIyzzvH6HHW5x5MYbJNSgQjNUYrRLDYztO5kUJLyrLACEVjDK89vIe3AduPECXL+gydItUYCM5x9fQZxWsLlnNDcJ6xH4hKUEmJ0TK7I0uASFkafBiZzRtWzYq72ztkWeCCw/qEqebc3dyALCiakn4M1HXDYnWPtm1BBnwI3G1aRh2orSfuO8x+g0sFZX3Jg7fn0FzkJv0HAtVO+MHw48DQd2gpmDcVhapxziJ1wWgdB6lWSll4Mo4j4zhS1zX7/Z6qKFmcNzjnmNc1wY1EKeh3a66fPeXSzGlmsxPRf0pxIpQfGzmi99GDFd71SJHlU0YZTNFQFBUqCVbzBavVGWerFc471ps1o7MsViuWyzP80VNL5mW/aSirOQLYz9a8/913SUJzc3tD3+6o65K6LBHSMroc6SuEYnN7S9f3hJTQRlOXNfNmccyi9zGQhKUoCpK12XNXmZx17wNOQG0M0Q+IFCmlpCgLfIpY5xidJXqfDfxSmno7FhsDIkW0EpRGo4uKRVUwU4nXz884a0q8sohaIWKeBSmNZCYUlXCU0mI0ODfQj46VPCNoQQgO30e0LhHKoExCCFBKgMyvfb66oKkXPP7u+0idy2plc4aPkvW+Zz7XtOOOFCPPnl1jjGEYRxalIobAfuhQ2lONASkfM69/h0Xd0Lz+i6RidVSpylMJ7IdCIhNK3+4I3mYbokKhJUQhSRhSjHjvKYoC7/1xWNg5R103OdeHbL7atXtQkno2I7qB/eaO+qLLVkNKncjkU4gTofyYsNYSw8jF+Zy7W8PZakZdN9zctkhZImXBxfKMs7Mzzu9dEkJgHEaq5RxTldyu12z3jqKojjLVvu8ZhgFrLVVZUhcF87N71PMlScpsi9J3bHYdQkhmsxVKadqu59nza0ZrEdNqxZaedtdjtObi4pyiKrm6vcmur1LifUIiGMd+Wm1A0ZQU1RwjBbvdQEgq63ZCQKpcTovO5yhnIUhyGj5LgqrQ3L+8wLuRFBz3Li54dLaiNIZNu0HLxPnZAqMEs6bkYlFQ6kToN/S7W8pCUWszRUVXxBRJ2YYsD1RGP3mN5Qhj6xNSF3S7gcXqkmetY7vZs7ndUDZzrrc7rm+3XFxcUJYl+8EhBjdZ3GxZzSp0UiQvGLYJ4h1P1de5mBvk/AHFvdUnvId9BpES49AzDgMpRMahoxDl5BsHVWmw1h/96gDquj5Gg2utEVKy3e3yQG+KECL4bBTq/ch+v2O+WBzns074dOH0rXwfTFHvr9yWQAwOP3bYfiBZx6qp0fclwwgSxeglRTXj/OySWTPDx4iRkiQEV9c37Iee7b6FaKir5jgFHHxgtDnn/Wx1xmYzkEJACCjqObLY0262bDd7BLBtB2KM9MOAC3mIUSpFGHqGrqc2VT74QmS1WpEE3K3XDOOAELmhr7TGe8dgPUKZbOBXGEItCCHnVEiRkEOkMNlnLE7mV2VTYkzux8yaiqpQlIslpdY8vHcB3qG15N5yTgw9Knbcu3dO3RiaSuUp+KTw3hCCJ7hASKDLIg9/FvkE44KnENmGJfgRO/SEsiGGwGJ5xs3VDc+e39JtW6ITPHvvGdEU3N7e8vx6w2KxZBw9XdtR1zWxkQjRU6uKQub5CBEEm+sr3vv21/GLN7lnFswW56CKF/vA0QpmCuz63OHVEuCLiqA4bndjz9Du8M5itMmRAEkQA0SRm/AIgZpC4mJKaGNeMvbMggzrLIU0lEWBEIlgcwx0sdoS/SVQkmUlL4wo8ys5rVo+SZwI5SNw2EXj9O9FTkZECk8lHTpEhBNUKQ902bGjLhJOwvLBJUUzp3cBrQzeJ5698102uz3btsM5hyLPcUgp88T3MBxVL8+evE8isFqtWC4XFHVF2TQUswVh3zF0LWG/Q8mcRGiMIfmImTzGRufoQo/Qin4cmM/naCFpyorkA4RAUAm0wiEIStE5KOuKfdtRFIrBttlbDJg3BTEl5GQTM6srSmNIyTOrS+pKc3G+5P7lOd5Z6rqg3Wy5MCVn8xWVWWKKiK4SUkdUqQFNioHKKIIdwFuKGCi0xFkwRtMPIz5FmsWc2ayk365J4x6pFiA0o7ckoynmS55fbWnXLfvBsgsdAs3N9ZZiM1KXDaSSNGqULBj2A0Z1LOYVssgS63bncL/3HqP5hyzOFszrf46k7+OBbHofITkQhs/vLP2r4+rppX8iRuzuDhMd0XtAM/gp7qGu8OOIdT1FYaiqEuccCaiabC8UQkBIQdf12QW7rlG6IAaBEBojEqm/JfTnMKsIwsCkHZPEo8/xCZ8cToTyI0KQIDrc2GNtR4gji+WMcexp5nN6PF947TVktWSz2WGMQYTA7337Ha5ubhisY3DZ/Tc4j9EaIQTee4YhrziMyQeckImua7H2krquSXC0zb/xjhRyWqEQ2cYlxkhKibIsKYqSFOXkJiyPBpR1VeUrbZFoxw6lFUkogvdstjukGyllRAhNWRh8kEdzyhD8NKmfPbGInkIr6sLw4N4F3g60uw33712yb/fTQR7RMk4N9kkhZzRJipwx7zxET11WhBSJKSClYt4s0FVJ8pau3TEMPSKmPJPS9Wg9Ui0rQlLE4BndiJ8G5WKMRO9xPkxlmJEUQOuCmMAIEDEwJocQkRhHZo2hrhXD4Lh+/D4377/D8vJ1inJFEvXRXj1hToOPR4gjrWSblMhus2G/35FSOsYx5P075HC3GIkxUhTFcX89qL1CCNmbbeqrKKVwziGlZBhG9NSkD85CjAgljhZfL+jthE8SJ0L5CEzG5tPO+vJVT4TgGYcWrQKmSPTdyBgCSdXMFiuq5pzHVxuePnvC22+/xbe+/W2++Xvfou0HQoJ4WKTHhNFZTdR13TH7JOeeFDSzijBF9zZNkyOCJ9nlcrnkdhyO/88BBzlmUVTHyOGiKLDWYq0lpZTr1wK0UrkXISWJHLQ1m81YlJqu3VDVJWEanFwtl/igESLbwQRrkYBSkFJgfXfH5cWSxXzO3e0NRimqQjH2W1o1koLi7HJJVVe4FLJ6y2Sb/hQkfbfP15pC4WMElwO0itJQmIKh6ymlRiNIAlIYCbbHRkG337Ld3JJS5PLeBQ+Liru25eb2jvVmk+XY3iPliDEFIhQUSmBMpjzrEnJwIKY8mH3HzXe/w9nlGzyoz5C1IooiF7smyern9zr45Xee1yaHk/nQtwxDT9/30+CiODbfQwgYU6C1QimJtZamaY69lMNjDvNYLxNMVVX5gkkI0AY7DHjnESIilDy+os/vd/LpweeaUL6XLPQV5cjk65TtOA4V22xY563F2R6tQRlJMVvgYolONZt1y83VLdZabm5u+PrXv8Z229LZEak0uqzwPiAThMnyvm1bpJTH1UqMgZjyTzlZnCilGMcRgLpuqMqStt3jvQeyGmkcx+nqbqAsmtzzmFY9xhj6vs+PmRyJXbCkmFc1KuVMl/P5BWerJWWhqeqK/X5P13X55OD8semegsfanroyED1+HNjc5VkZQ2JeGcrG0FQVVSUpS51XJ0lhTImQAq0kKgViU+OGjmCHfGUbA+PQU6lsNph8wMeAH0ZMqSh0gmRRSMpCsljM2N21DHbk4dkF9x8+ZHzDcrvecLtec319Q9sNJBI2eCQSbRTO55Oi0gYxROzYIWLg2bvvUM3Pqc8umL9WIM2KIBSebFb5eTx5pQ+RSYRphZxSpNuu6fsOOw3xSimZz+dYawEojKGq5xijCSHkJrwQR9NTrTXL5fI4l3I4JqqqwlpLkRJd2/H8+XPK5SXLi+aYQHB4RSfh1yeLzxWhZGPDV0nkg9LDF9sT6dA9SVOJIwVScMTgsEOPtyPOeqpmSS3AdYn1bcfduqNrd8yXM66vr7m9vWO/79h2LUVZ8/D1OeMwEmI66vAPVvJd100HlyKlGsiPOeSsDMNA27YE7yhUJhDv/fHgNMYgpUQrjVLqeFspdSwvKKVwPpDITdIQA957jIJxzHMwj+6fcbbKJ4Pz8zOqsmAYR5q6omkawmgJzlIVBjf0rFZzBNkiXwuQwUMIyBSQjBRGonQuUMzmS5iIjhhxo8OOlkJpyvmC0Y4U2uBTlpgqKfC9I/hIGCwahe3W+MFA0WA0CALWZcJOITAzhjcfPeKLX4B9P7DZt7z35DFPnj5jaHtEjJMjc8yZ9UnhA6QY2G8HCnMH3/w69cUFX1ksKc4KEs2UOy8+n4wy4Rgfw/TL5MU1drs8BwTHUleMOXYayGaf0wo52xfp4/4vpcR7f5zJ2u/3CCGOGUGQV9RK5PjqMDkvvHhRL/3+Of5uPml87gglpy1+9PaXIUVEyMShUivI4h4pwCiJEhqRNCEqxhBZdz23mw1d26N17hvc3t5mXf2kubc2E4DSmuTDZOOSy1yH1UOMEe8FMToQuW+y2WwIIVDXNSFkAkg+vx8p5fEgPbyPw3txzh1XMIfVyiEkzLuA83mOhakPI5TIZCQlSgq6/Q7nfXZCrgrsaGn3W5bNHOcthVYoUWCUoKkanB1wdkDGgEaiRaAwkbpWaC2RxuTclaKAFIlaErSk0Irkx+wIEBLduKeoa1JM+eQVImG0uH5AAcWspCoNySiKesYv/uIfoioW3F1tESmSnAXvWK3OWZ2dcS9Ezi7Pqeqa97/7PsO+I5FyXL1P9GOgqUoKUyFNIgTFbrNhe/MU191QrLLPVxLl5/p89fIRIg7t+BRIdmDYrdntNgBHsYm1efZJKYUUuZAcQqCqqmP8NWTJcE485bhC0TqvZA77d9/1NLpAJgEhEl1AohHy5RjnEz5JfK4I5XAi/eB9BxyahAeE4InOHzspSgpEGAlDR9ftIUma+oyrveVm3fL8ZsN+aDGFpFKafuho23YiCJ8jbX04XrV5a49NSphmW6bbKYH32dX40MC01jIMAyEEmqah224+9B5SShNJWUBlG/yJLEIIhMk/SWpBUpBGn+1MpEQLAcnhvGO/29JUkrI0LJfzqbZdUBaGzWZDu99ytlgwDi1NXXK+XHJ9/Yy6MsybmjIVLCrBxXmBEhEhIz6M6DQjxEQMuZOUr/azDDdONQttNEKr3KBhGhgtCoZuxA8WS0LZEl1VBG8RqmIxn/PotUeMnWfYdjx70tO2ex687pidnWHqhtdff42iKrl3eY/3v/Mez589Q2tJU1VE7xltIEVJqTWb/YhJlmdPvsuDx+/w9sVDVD3/mPbMzxperOJJkeQtrtuxubvGTiXZw2rZWpvjF2LEFIbjqX8q7eb4BHk8NlNKR7UjcMztyavtgrHv2W23rO/W6HrJfKGzSOInIvBKrzLmB3Gqp/1AfK4IBb7/1POr07fZYyulrKUHATGbQsaYGPue9XoDAe7WLXd3HW1rGa3DNCXNvGIuG/7JV3tub+9wNpseFqWmKDTe26nkJIlRTW6/uYIgJ0lAiDkwS2uNc47dbkfTNLzxxhvsdrsslFR6Og4kCYmPiTjFAMdksd4dpcgHspJSIlU+geeSlyM4hxcRKRKD9zgMd7uW1WLJ1dU1D+7fQxJZr2957f4l680OIUW2tvcjCLh/eYki4mzP2aJmVoE2CVMZpMrqMDF9mgd1GikRYu5hpBgILhGFIomUy2BFgSQrzLouz++oHpyJnBcl0SSk1FSlYVZrnB+4ur2iUgW995hmTjGbUy4Mpq5ZPbhPkoa2Hbi+u6PrO3wIKAF1URBi4HrdcX4xoypq+l3P3fvv8/ob15TFJVHViM/rtMMxKwaOkpVJeTf2LfvtNqeCek8MESUVYgrcMlpTmAKlJFoXKJn3aSkUZZlX51oZpNQ4N5BSds9OKeV+YVXS9T3eWnQzJ0aHTIEUA6i873/Ut/LD5accyOSjGEXwUmzkCR+BzxWh/MhWDVOoT0IgUpbfYgTVfMHFxYru3hl3N1vW+5YnT27YdI5mOQOpaYcRkSRFUZNS/rtSSd5443WqqqDr9jRNNsYL0SGEpEkl42ixNqcuiiho2zaHX2nNarXi8vLyKMf0MRslxhhz8roPhKmcVhQCnyZVl5XIoUfpbFLZVGVWM40jkNAikUQgAaauEFXJbT9ys92ybR2lUGzXey6WFW89vKAqIMY6h6iIBD7ixoF7Z0uSt9hoIbUIpShnc6KEwXrKSmCUoFQQtJqyLSSBlIO0vMdHS5IFPjqkKvEuonMLnXZw7K3L+RlrQTOb06wU0W4JKbJazPjZn3sL6x377YCqSqTWFGVNPZth5gtICVMvGG3kyfUV7dDRjQN6UpSVVYFOCS8EoxNgwV7dMD59Qnn2JcYmy44/j8LhyWsbgCQEJEGSOS7Aekck4KzD24BEYpQhyWzTI5Ik2Lw6V1LjpMe56blSVkpKKWn33XFFH0NOKm3qGeM4YKqSuimoGk2MA961wAxE8bJy5ogf3YttEhp85Lv/PH7rPxo+V4Ty4yG9ckUqYiR5l+cbRsez61uubm4ZrEVOjfCUoG07JPD2228zXyzYtXvOLy9ASr7z3nePqyFjzNGyu2kaZrPZsQE/juNRQnlIdDTGHBUx2hji1C85ls6muRMhxLF0UM/rSTmWH+OcQ5u8OkkxoEyBZHI0jtlmZbk8R6aAkYZHF/ew+zXeey4vHzL2W4oiUM8r6rIguZpZqTAmIo1EK8NqVjCfa5LMPZrZbI4u6jwJnSI+BKIPkAKlMUg0Y99lAp9Kflrr7B/mIyARQk51+US7d6xv96iiRpRQFg1SBeZzzYN7C4wwLGZzmtqgZUREiwgjSgqkhp/9mS9jh5Zf26wZ+x6REn1v8S6gpMelSEiJXaW5ubrh5tkzZl/qUPVhR/hk9sZPB/KV+mTPOO2DkflsBsAwDDjv0X2fc4C0pp/2RVNmmfx+vz+Wfg8EchCOHPb/wzGiJ2n9YrZETSISZ8ec9OgdUocpwuHDApvDTMsPvpg8vJ/v72T8uf7afwicCOX7In14B5qW+8E7QlKMLmFDyp16YLffUpgFhTJsdy0paZaLBUVV4mNkvbk9muI552iahrquGceRtm2p65r5fM75+TnW2mMt+UAGt7e3zGaz40FyUHAdVDKHf4fth94L5BO0lJK+74ldT1GWkCJKTOW+mP3G1iHgbUmhJHVRst5uWZQFxMjt3ZrVokLZHkJP9I55U1IbSdetOVvOqeuKeW1AOJSSFFVFSOCtBxWYlRopFYI8dKiIeGezFxl5YtoUmhQTVVkiVEKm7AagjWG/6xiHHudusD5Qr2bMQ6KeRxoD985qZFDMqopZKdHJIn2HdGC0ApFTA19/cI+333qTd771DsEHtC6zfFpY+qHH+cSNFpTS8/Tx+9y7vWa2fAOhXvQCPu8I3uNsDnirqoqiLHHT7BTkmOjaN6iDInHnEEJkpWAI2TFi2n+llMxmM/b7/ZEM+r4/koIXgfnZgrNqhkiJoc9qylooTFlnUkkvFHiHnujLPZqPQoKpGvHROH3jPxgnQvl+SIfBLZV/j5FoR8I40O33dINj23sGn8OoksyOuNZajBJoZbi92zKMI9Y7fIq4qaeRpuc7SCWXy+VRAjwMw1HtBRyv0g4T65vN5tgLOpDKy839Q2P+gEPzM6vMchlM6XzlGLwjpdwwdTEgvJi8veB2v0clwW15w73lkp//8uvoQrLZ7qhrxeuv3UfJrPJpSsPD+wuMlrT7XILSUlFWBaYoiIA2RbZLcR5RyKNQoHMjbuzpu46qMJgiW9KnGIlCYKTE9kO2gJnPSR5urrZsNy2D6zmzZ1n67EZm8zPunzXsbrucmNlvUbFHiwu0WtIs5ggjCcJwedbwM196CxED11d37LYtI47FvOBytSQJiVQe6wLPnz7h6r3vUD/8Mnp2NnWCXuDz43ybXvqR97PDHIkQgpBiVjQKCCliVMF2l10ajDG07R7gOPAopcQ5l0O4pjmrw2M3mw3DMLBYLPJwbnDooqA1LUlolKlQJmfO60K/+E7S91Z0Hojpe7+tREwv+CjGbEQ6bfpQP/6HX/l8vnAilO+HFEEkYnCkpIjOgR148u53ePc777DbO7oxEaUB7fHBU0iNQKCloQ95bmS0lgRYb0kClJS4Kb73UOc9kMyBGA5S3zw1Xx5XKodZksMOfShhvUwgh8cdnvtgYaG1PqZDvpwnYUeHEjBrGmJhgMRiMUNrw+5uw3bXomLi5rbhfPUIKHn04JzaKOqyIEQL5DAuHwLNvKZSOfLYxzGvImZzirImoYgI3DAQYqQqS1KQbO5uj+SYFWcaZy0gCNNnElPCO89isSB5yWBbVBGpjaaSAh0DaewxSjMrJW5vcb2nW3sq41GyozIXFDoRVUksHF/84kPKUvGPf/232Wy2CFXS9QNjSizOLjBVRfBb3DBy+/i7vPELt+hmcTSH/L4nqZ9SHFoTMUViijjrsNYxWst6vabtWsqqYrffEWIghMgwjsxms3xB8NLJvixLmqZ5ZbI+xshut+Pm5obZbHYsCxemYOwH+n6g2GwJCULMcQ1lZZBKgcwl4WEYjuXij/p+Xj4GcgsmIWI6luGiyCIegUCo7Pd2WEmd8L1xIpTvBwHE7C0VXGDsWrZXj/nm736d3WbNrtVsW8dumsCeL+fZIM9akvU4GyYVVcx5IiEQp3HJPHyY67WHK3U3ZW4bY1DTtpeVZ4ea8+FAeKV3Mj2n99levixLuq47TskfShBVVR1XKjGRg8DKghA86/Wat996k3EcKKqK2gcqU9Nvtigl2LUd7773PnUJRbKcLxrcrGSxnFGUuWEqZMI7i3UBWUqqZo7QHC1npFQonU39CshqtxAoioLg3fF9pBhzmp9zaKEZhpG+73HOEkWOX3YhYrRApoQIERUgjZEoBoZ2gwgj89mMSjhiv8GpEVdGtEmIoqEqNClFHj1c8Sf+xC/Sdi1dnw0Lu27krn3KvWXJoybSbjw3T95j/f673F89RJT6c0ckGZMp0bTveeePk/HWWjb7Hdt2z0VZIJSCaVo+pUhhCsqyOKoWD+XepmnY7/fHctc4jkchyvn5eTaKnOTvV8+vcN7x4LXXaXc7yqqm3dcUlaERElRN3/fZkHL6f+BV8jjgcDFw3JYC0Y10u0yExhi0yo7XUkrQJeKli7nP5/f//fE5J5QfoDtPiRg8znnabU/yltl8xhff/gJPpWX73h4bEi4EXPTErkUlkCEPygllqKqKmBL9OLyYHI4BeNXn6LDCMMYcr9IOpaxDWeFQyjpcJR0amYcBMOB4gBwGGFPKk/avXo0JgvfI6eAoTEGSAlUYrm9uCN7x+MljmtmMZb3AlBWKgClLhtEyaxpSAD86UlkSXCQZTQgJkRLalCgjSdETUiS4iClKYgTvHclGUFP/R4Cf3h8p4ki5VFLo6f1GXLKkw9S81vjRUhpFjUYbSYoBkQTJJexgGcPI9u6aYb9H+Z5YFTirsWPJONzRjBuW9x+xXN0DBFoXIM75Q7/4c/zmb32NdrtHFTNKU+JDwvnIfteyvb2mu7smOUfU4VWZeUrHOjz89NfbY4rHi6AsASc7OIRwFIvowjBbzKmqKscGhIARktmsOTbdF4sFw5CPjUPkshCCuq65f/8+Z2dnx5LY7e0t7XbPfLVkPp+jJNix5+7umkQgSUOS+YLr0Gc8HAeH44mUskINXqljBe/AdbSbO548eTJZLuXtpiiYzebEomGxusiCGK0np++f9m/6R8PnmFA+rDtP033HAccYSVHRDQOyKlFCUxdztPgZrq6u8aknkVBS0fUdQ9fn7HQfmdczkhAIkSgKTVOXjFaAjQQXEEJmpdOUYigQ1FWFlIoYs0tuYRTeJUQShDRN24eAEBotNWkqkx2m4aWUx+X6ywQDHC1YDk6v2ug8rZ8CKeUl/ziOzOqGojIMo2W33eMHS1MYoki0XYdZVNyuW0oh2G63LLue8yFby88WJUVlQMLl2TlgkDLn1KcgEDpipCKR6IYWIUV2NLYD1g5UZZHnY2KApEghoKVkbHskgqaq8cOIlppCGaqqoKw1upTossC7wO16w27XgR0xIqvttFZZvDNGfBiIQoIsUcJQz1YkEUB6Hr1+j2+9UyMR7DuLEoZmNkOXEZk0bddx9/Q93hhbVLPMko0EQoSpPKqIqM+0uPQHC20lMJWBrUN4RxotYXTs11vOFkvunV3ifG6+X55fIIREKYkwBcYUzBcLimlVo0yFCollM885O6ZgPl+wvMwN+txLTNzsdrTjSD2fsVytckT2rqXretStRoRI05xRzA1N3SBSZBx6pMoCkAOZHMZJ4sHSMiYkAd/t2D5/l8ff+RZX19esVku0NkcJvzYlZrbi/qM3WF3cQ8wWiKJEyJdOoeJzOp/0Ej7HhAJH24g8wQjwonykFD4o1tsOlMAYRVU3iBSoLh5x/uhn4Ns3IDwKmBUNIUTGMVuH7HuL0uDcOPUGoK4KYnCYusI6R/DZ0EUKiZATwaU8RR68Z2hzUqGUkhRCzuMQOeBrjAGlC5z3x9XLB5f1h6u9A5FIKY+P00qhtECkrL3XWmGHRLtvWSwWPHzwCC0lQ7+nKQ2NUcxKzTj0lEXB3WB5dHmZA8GKBjWlQOoEpjDYabo5JiAItBK5ByWy5LpUgrZrUanCaElZKHa7DavVarKFcRipUKag8zvwgVldE61jbAdEUsip9CKVIpJQlaZY1LDdE/se6wOyrGkdDNEje0tdKJKoGMbn3F3dsbp3n/P7r1EWNbOmpKwKvI0sVSbVvmuJTlLJwLlwdJtrhs0Vs+U9otJIQCYPyYMoCZPs9PuLTz+78ElM9l2eMAzEvif2A8JGSlnwxbfezo8LeSaKabURvGe+XIIpc0qjz15cRVGwOL/I+64QzM4vqOqalFIu33oH5IsXU9Wk4EnA3d3mhXWLgHlVc3Z2H2kqnBC5TDWFeQmpEFIiRMyTJgk8mRpVCtjtDU/e+QY37/8e0Y2cVQJp9/g+4MaRoizxwxZhW66HDd3dPS5fe5PZ2T2q+YqQpmP4884mfO4JZcLLfYjpqt/2PXbMMxJoSVGYabI752Ovdy3tZOSYnyJOqwXPOIxobVABtJZH+/gYY442BUTfY23MhIPIV3DT89dlxUAiRX9cWRzKWEWRG5T2pTzuA4EcyCOldGxkHmwrDq/xaMMyenRUaKUQZOO9ppkxdB193+NDQAqI3qGIRCeoyxXL1QolBSm0bPd7LhZzrPOUxnC+PKNZVGCgKSvURITRe4KzjG4kpZDfb1kcV1SQVT+Xl5es12vKosALQdSGpsxmlNvh7ihU8CkQZZwiACRpcCACSkmkFxChqGpIgigMg024cWDs98wKxWUwJN2y6fasbm74UhK8/oWfxxaCQsDt0DOMIccbe4g+UM2yW/Nuv2N7d8PsDX+8Gk0fmNH+LJ9Xvt9rT4ASiRB8do2IHm9zDo0QIquzKktIiflU9hJAM5uhlCSkhCxqyrqigKMDdgyRvu+o64Y5HKW++/2e+XyOmGIV7u5uIYbs+XWQ+Ip8Mt/tWjabNaqaQcoXhNoUqAhCSJKUJJXXjiHlBnxyA7bf8Ozdb/L8vW/ih45ZUx9X+OWUXX/wIWv3WxZK0+/W3EqFc5572iBMCcp8Xv0TXsGJUACkzAt5IXBTboiSksRk+14WICBNmvurJ0+5fPiI+XI5hf8MtG3PODrG0RFDxJipSZz00Vb+oLc/SIKlEGihaMqSECIx5lJYcA7Ci5P/YVXxstfYwQvpUDY7SItfnjs5rExenkfRWuc5FQkJAzERnYcQaarcIPXOE1NkvdmSgmcvE+eLGc+85Xw55/J8RVHVSJXoR8tyVrFYrVDa4GNiNVtSFwZSni9xKYBPKCXIcbC5Z1JWFc69mEvouo7ZbJavTMuc6NcOPVoKTFGQfMBUJWLo8HiSkKQo6fYjzkaEcAiKvFIw5G1jYLdrcaPF95ax1NSN4+Hr5yzmDapuwAd2d7eMvWRe12i5RYg84BlToq5KrO25uWmpS0W7vkYkx9F+5DhFLXgR+fRZxfdtKkLwRD8Q/UhwI9ZZvPMokeeN5kqii4IUI/WU36OVIkG2CxIJeTCLlJLBjrkkVpb4FOn37TF07qDUKoqC2Ww2qR0VQ9+zXq/ZbLeYoqKsSnRRMgwj+/0WIcEUmQxEysQXg8BFlc1QU6DU4Ns71k/e4ea9b5D6DbO6OZJZ0zQvjrFpruv8/AzvHf3ulhQ8u+0a7xwP3nwb1Sym0vFn+bv//eNzRSgftGJIcYq6mq52xmFgHAbqpmEcBpTK5ohC5ojfvh+4u71jvlyxFYJHb7xB843fPUpxrbU466iqmtlsBiIQY266H+SSh5P9wSxSK4XReZobDAjBbrvNSY8yMYzhlX7IoYnvQiAJfVR5HVYhh4n4Q6P/5eb8y/MpiUgkIiuBmXT/MUa0lCitsd4jpEYARZmJQmpDPZujjME5x2I2Y1EXSKUYrWeu5pRNSdsPED2SqTw3ZkFDYTRKKoKAGDlKRWOM9H1/LGGklPAxIGQ+SYcYQWWLjyRAlRoXAyEk2tFibUKKEpLB28AYJTsr2LUD+94zDB6dFKVZELWm6wMpwL1794laM3Yjz66+xb4XuNFNV6d5SM86xzD0zAwIKej7jvXzx4Rhhy6XJDmlo0xOupPr22cUh9JvfHET8sVUzF2HYHtstyfYkbFv88VPyvud1JpSq0liG3AhizLs9Jn21hJcQGp9VDIerOullNhhpJxEJm3bHsUmzjn2+z0XF7kcVjczmsWCiz438/uhx1nHMA6o3ZbCGKSQ9LHNx5vskEoRZD6WK53wo2Xz7Ds8/+7v4vs7Sp0IwVLWy6MrN+SLsrquKcsSOw4oAo2CNO4Ydnc8i4H5YoEuKqT5aS10/vD4XBHKAcd+Q8qDiMF7xr4nxsh8taLb71FaU88aIDfNh7Zlt9kxny0IAi4ePOK1N26nZLlD6jxHpUrXdYRoqariePAc0xKZhhWVJPpAoTSofN9ut0MKgR8tLnkSr077Hp4n9yNe7Zkc0u5ejgR++e+VZfniQxAJZGIYB0RKFFpne3kp84nflIQkcEPPYrFCicjt+gZBwrolrz84wzqHLwzKlOiyyoTTzAnJIcmlsnbfkYJDpEwAISSiDwQU2uQ5gYPkdBzHPOCmNZF4PL9JKdGFIQkYbM6YT0LSu8Dzqz27fSBEQxIG6wKds+xGy2bX0/UWJTWXyyXns5LCGCxwe7vHJYmqalqbeHqzp7ea0SnG0aMKeZzdqcs5uP1kVRNZXz9lvLtGzx+A1CQhEZNfm/isL1BigOmzz7L5BFISfR40Hfcb3NAzdh1D37HdrJEhsVlvsG4ELen3w4tj4FA6kjL3Bb1FCokxZuLhKS5B5+HhGONR9XW4gDpa4TsHWiGn1ZApSqSULNIKHzzeB4SS2DEnRoYEzXyB0ibPkBSGxbwmtB3r9TPWz95F+I7FrMQ5i9bFMSnyUO4ahoHNZkOMkcooRHQkZ3PZLwjWzx039x+xvPeIk3nk55BQDmRyyEa3U2RpPZuhtWa7XiOVom4aUsoH1/rqiuQTlxf3GL1HGs0YA4/eeD17b3lHjPnkfpj8dS6nOWqdbx8GrA5zIgDCS5LPw32HFU4MgaoocUFCFCTiUcV1GEzMBntZ4x+n9/JyJsphxXR4PQcctocQEFIgpCC43IuRIqtqCm2wo0UrzWyuccYgtUGKSDOfg1A8f37F0G342S+/xWa742I5YzZbUEwSaTGdPEKwxORynygFlCwxRtONIz4lRuteUZ4domNnizmDG7M7cUikOHl/AUprSlEjRGK9a3l+N/L0umfbR/ajZ3CeMSbGkHAhIoWmMDCwZ+96zkZFcAY7SGZjQJgWLwybfUCXDf3op+z5eGz4NpXhfDajLiJNrcH12HbNnMjRkXAadPzsn06mjJOjeV0ieUu/39N1Ld3dFW7s6PcdTV1nx4hdO8UqeEJwjKOdGtQCLSXCR1zIFw2yKOl3O0JZkuI04CimAd6iRE0N+UNp+HA8SSmJQJVyvy2mg4PE1LuhJEYPKRJiwkeHEIrgXJ7/SolCOMbNlthvaK8fs37+HslPyZKrM0zxYm7l5ubmRdXBZSGJlQkjAtIPeDeSZEEUDZuba7yzlEX9vT/SzxE+l4RyKLN0bYuIWX0iJ0sThGC+WBCcQxrB9dUzpIfzs3t45ymMoUuJ+XzBs5vnuc47nbTjVBZI5AlgU+Rm/qGxp7VmsVhkUtEGESXOWlKMNHWNkgo/Xa0LoCjMUX55SGQ8lLSkyhkighfN9kM5TE8lBeA4twIvUvScc7k/VGYt/WEKf4oQm5r+ligUUir2bUuhBA8v79FUBfvdhrNlRVU1zJZLEJLBOuaizg1qma9A79Y3dN2euiwQSTDaESVBKUmM8mjPfxAeNFPNPYRcFiFEUoqkGHPZSwiU1gilaLuR51drnt+07J2hTQXbaNm6gA2CJExWfklFEBGcxSePDaBjRSFWmCDxMWKjw2GISSOMwfU7EBEhJT7mkovz4EViHwYW+5phvz1a83zI5vZTjFcDsj58bxIJQsgGnVO5abPZcHd3R9fusftbXNfmd53OuLu7ZbfZkiLYcUSRFYRS5oySod2/aG4nEEkghMQkgXWO3XY7CUIaVFEx9AM++OOsRy59KbwPVM0MnwSFc/n2NN8yWpcdJESiKBRKGRTkTJ0U8NZlZ4puICrHuLmivX2KTA6hBUKXCF0hpxLb3d0d4zgefcS00lg7MARLIQKNChiZcAFCFNzeXGX142z1B/Y9flrxuSOUA5nkq09BPQ1AtbstSog87S7yFU5316KQrC7O8iCgVoTgWM5nDLbnvXe+xbNnT0hEpMx5UELnwJ80nWwO5o2H5rox5iU1Fuja0PuBppyjREB7Q9GUjHYkply2WkxKF2st1rrp9CUITJ5DJKQQ2SmYhEiROJW/jgQ0XekdoKWkQFJoQyEVapIvy2kFM3S7vBowJauzHAE82p5EZHm2Yl4L8CP1ouLe/XO6Ycd2F6hDSd0Ykm1ptCEISRhG6rrE2hE3RrQ2CJEoda5ph+inWQUNxtD3A7oskELmUoYLuQEvJGjD2I9sto79fkQLmJcKYQqiVPTO0zmLFx5BpDGSQgR0tFRKsqobLh+8ji5ntFHgYySKnC0/uo6qnmOFYHQBU+b+Vl0bpAiTt1Ni7B39bk8KA6R68npTIBPx6Cj16SOYrErPA5hCvCQzRxDT1Kcj4FyHHQacHbP1zvqO9e0N0XvwFjdm5+C+3TG0O5RMOO/wrsdUJT6MzOs5fd8x2o6qNphC4wcPsWNxdsbQj6TouDxfUpYNdrTs1lvaocOOI8vlIufLu5EQc9CaHzu8HQjGYK0jNTVhaJEybxdIyrLMMQxlgdKOZt4QgmPY7zBhS1MJuvUNfdczq2v6YQDvCXGPqQRFWZGQ3N2uKVSehRp9h/cOnzxdGOhxyOjRRY1Vc6hb4jgcj/mX8Xlr0v9QhPLFL/0M/8r/7F/n/OIe282av/t3/mu+8fV/yutvvMWf/wu/wsXlfZ49fcx/9V/8De5urwG+77ZPGtbaacVQgBRsNxuMVtSLGhE9dhiwfUeKUNezfBCKhJCRstCM+zXtbodMYToww3RSBKXEtIPnFYaU4phKdyCVY962hKihdT1m2OXeiAZl8msrpT6qXGKMpJivlg7NysPV8zjmerMg4p2jKg3KFMT0wjTyQGIHaCkppM7/lCHFRPCexXxOXdf4ZwPD0DE4m+1kBkVKAV8KmpmmLhpqo1gtZ8RoWZ3NaRpN8AO2HSiiI4wDMmSzQEtCa0FKEecGtCpzBkrKV59alxhTgJBIHxn77EJbmBI3OGISCGVIPmKDYN/l+YR5rXEpoXxktIES0CmCzFeRtdIUyVOmyFnRcDk/o6yWtF7mE8+0kktphORx4x6lEsKJSc46UJoZqjTEZHNwmU3025bos1My5FwXUiLK+ErcwacNKSWiOJi1J0h5Ve0mayCBpd2t2dzeMLYtYRjw40B384xi2u826zwDgvcM7S6vSLUmGEmMFqkkw9jig6MoFVIlpIJ6VhIIGAPWJubzGmMKnA3EGAjeEa2lMhojJUObLVA6O1JVJbbvAHG8KBujI2hDSnHqsxTst/vsWrxouLg4Y9hvSCRk7Lm3rNldvY8fB4iC3W6Ynk8y7DpcLNDlDF3U3Lt8wH59S/AB3w3sthtEU1IUkrvNHtzA2UUBFSTnSJPTw+fZ4w1+CEJpZjP+jb/81/gv/1//T775ja/xxS/9DL/yV/6X/Mf/l/8Dv/JX/13+u//mb/M7v/1V/sy//K/wb/7lv8Z/9B/+71Baf+S2TxKHk/mhFyEEbLfZubduZkQ3EoOn2++ZLxds1jvmdUM7+QyFEBhGS4iJi3v3WTx9crzy11oRQsqzENPqAxLDkD20Dg3zEMIxO9t6Rz9kH7C+7XIpfrJkkUJA3bxiu3I4+R2IIaQsaz7IhbONyjQRnxJK5zLbUaY8laKEEDnMKvgctyvzrEyIkfVmTVGUSKUwRYkbs7qtriqMFjRVhdGKxXzGG6/dQ5AJa7QjxkTOz5a0U3aKm153jIFxdCAKzNQzcXEyxpQR67LvmdIGU5YUqcB2fVb4kP3MUsjRxcMwTOo4SVUUpJgwSYJTlENgVmmGIBmDo9aagkQlNatmxv3LS2ZNTdcN2CCmYbd8gqqq6rhyVVojlZiSL3Mtv1eRohKEadZot9/jhwG14IcZL/9UQXDQc+QEzRA8bujp9nu8bbm7esrY9wz7Hcl5bLtn3LdErdjs9uzb9pgaCrCc7FPy7FOcypgFZVlNaqmsfauqipACzsXJYeBQfhWUVcEw9EiZ7Xn27W7qyeQS7qG/Vk3S9qqq2O/3x55i7h0WWBeYzWcIGTHTYHHb7Xn44D5D13FzcwNJUDczhn5gHD1SRO7ff0gqZzx+fsW9szPKqoLFipvuKfu+x4aIbzvcmAUzeE8kl5G9dZOdy+ePQD6IH0goq9U5/+yf/gbf/N1/BsA73/oGtzfXvPb6m9hx5Ld/8x8D8Pd+9e/wL/zpf5n7/3/2/uzX1u0888N+o/2a2a5mt6cjeUiRIiWKVKlUlVI5cCGpigswUjGMcuDkyr7J/5PbIECAIBcxEscIHMR22alybKNSjSKJpERKJE9/dreauWbztaPLxfjm3PtQpETZodicM4BNnr3W2muvvdY3xzvG+z7P73nwiMVi+RPfd/X86c/wn/MXryPF96h2aprm1L8lZE9HdziwPDtjaBvq+ZyhH9HG4n2+IZiiopyCn5RWnJ+f89FHT3L7SmUTVZyIpU3T4b2naZqTZPdIFVZKESe0SIyRse8Jk/ekb9upDXf4c96T4wYIIPXLAKJxHE//rjwDCacB/VFSfHyfVgpZWGSKueWUIoMf8TGbA30M+c9LhVSCFLMSTksJKdDudzQzgzWPgUBVKc7OZijhGfqe+XxOOESa7Zhl01N0shxHhDBorYghTV9fVkmNY56nRACpsMbgQ4BEZkP5QJz+rc4f8H7EGIlRFSEJYuNZzQxRSBKBbgAtBIUQnC8XPLi4xCpB1zl89CibFV9HVdyxNRljjhhQCrzzGKMRYjpxSj0Vx4H9bsfQ9xSJX+D7yI9bp0lZVjnGiO9a2rtbXjx/hm8P+CFH7R7u7theX5OCp7SawQ3I6Xs1m83Ybrd59jF9D/MvjZRZ0QcT6ytkCT4ytzARIh9YtJ38UY7FYkFMjsVyxtXVFfvbPVJOMvMQSAma5sD9B/dOQo6jxBwmiKrM8cJDD4WF7W3POHRcXl5QKsmzD5/gXL5B7rZ7tts9VVkjhebm5pZB7LFlzX7fUBUWhMLHxBgDXsDoPFpOzy6S0UfQguV6jXpVQfkpXn9pQXn65COePvno9Pv12TmX9x6wWK64vn5xentKibvNDZeX95gvfvL7fp4FRSlFWZaM4zj5HgrKIueEhBjo2pblepUx1kKgtGHXdKzWZzSTa1dN0lEhFW+8+RZf+9rX+OCDD3n27MWkTlEnX8XhsMuyxsXihNLOiYNjVmUJwdAPuf/sPRkmApmVFPHJf8LQePST9H2fAZPTi/soSz7eVqSUSB/wIZ3edyymQuSEPSEESQpcjOBHSlWeJNTbw55D2xBjpNAFlSkQWnG2WrGc1SxmhhgCd9s73nrzNZTKLYe6sgxdJPhAVZaMdU3XtSfpc75tJYSwxBCziTOOCK2xkw9mHEe0yTckBVitkQiSDwSXMTTWGqq6IPoRkWAYHcuZRhoJYsCoGde3nhQji7ribL0mxMS27SDlW7exWSJ6lC0ffQdaa0LyGK0IpBNOI0cme7JHw7GbiLT55vejXvlfnPUqkicvkcPElIAQIQZ827K9ek6zuUZ6jwY2N7fcXL3AKIn3A+Wy4vb2lmKWZxvHg9F8PmcYhmxCbRq0zrfGw+HAfr+nqqvcqtWaQ3tAGjM9h0yHI8tqtUJKuNtukDtwzhNjwJiCze0dhS1JCIbBs9/vaduW1Wp1uqEcXxtFYRFVZOg9DQ6rJa89eshyMeej99/DjQNd07FcrhiGjuADTdPifUTIgWaE2TISg+ejXW6Dz+YLhNZ0bYMAVHJ00aElmKIkliXVYpELinz5DHwa213wVxzKz+YL/r3/1X/It/7gX514S6+uHC1rM0X3J7zvJ61v/I2/xTf/xt/6xNtSSuy6v8pX+Jev4+Yxm3AQKSW8cxx2e1brNVIkxq4lklUr9XxJTDBfrHLegphMbCpLDb/2td/gu9/9Hk3TsbndEkJgGEaapsE5x3q9Zr1en5ArR407gBISLdVJ2fTqvMOHQJh6w8dW3fFkdiQI++m0fHThW2tPQUURMQ261SeMWif0PdNwVuZ/zxg8YRyIIdD1PW3f433E6UgqIqosECnzxFaLGobckuq6jvV6xn6/R1CwmM1omhyMVJZlxtMTiDHh/Yg2+QZXlhUg8k2IPBzXxp7w4Ikp94WX2P4YM+MspYjVEl9otABrJGWQlCHPl/zVLVZHyqJmNstomKbdEyJIqbFzyWLC4SwWi9P3fRxHqqoiCU9Igdh7UhIorbjb7BAzCzJR1sVpLvbLtm+kmE5pmcE54tCyvX7B9vo5uBFiouk6tpsbhr5lfnnG6FqU1QidW1dVVZ3mkH3fs9vtThDH5tAxDCO73Y7D4UDRtBhjkVLkWVpsUSor+qy1rFYLitLQtgfOz1ekFDHG0hw6um4khEhKgru7HSE4no8NZ2dnp9fQ0bNijMFYhZIJP3bYecEX3nydeVVxe32FSYGm6wghstvtaZsW7xN93yJoc7t1tub2ZoPWiqKoQMLd/oAPjuVyhWs7mrs90UeqeclssWCwMy4fPcJMz/OntZAc109dUC7vPeDf+1//h7z7gz/jP/9//if87t/+N9DafOJjjDE569m5n/i+n7T+8Pf/BX/4+//ik1+csfzP/5f/m5/2S/yp1tGvkU9YeRNp9nuWq1XeXEkMfU85q2l3LbPlxQlcB5z+WwoBAR48uM//4t/5d7i8vM9/+U/+Xzx9+pymaXHOo/Xk7bD21Pd1ztF1HX3XQYxZtluWp899RJGEmDPNY8oFpCiK08Z3bM8Mbjz9mWMOd9u2uYgYi9T2zw3jYeKOkUhKkBKk4PHDQN93eD8NSBMgNC5mfHu+4ThWyzl1VfDam6/jujbfyEKWcKbp67PWcvP8Kck76roEkXAu/8otwcAwZoNbjCBlmuCS2V1flBbnJ5mwVHj/EiWTeWeZ4CxigYiBIAPKJxAJETpkHJjPCuaLBS4m7vZ7Bp9IcqLSjo719H04+gyOz0TOj1G4vscYhfdxirY1hLEnKnDj5PxuOxYpK+x+eVa+oQgJfdty9+Ipzz7+iP6woy4M/TAQgkdpiSkN1byimFlUYahXcyq7YLFYsdlsuLu7yz6syck+DCMxSNq2p+s6Nps7Vqs1fZ9nH9oaZBSnptvl5SWzWU2II33vuLy8nJ7xhDUFxvS065Hr61tub++Yzyu8y6mm2+02K7qmw1VVVTx4cB/w3L+44N7ZGt/1fO+Pv83QNhAji7MV1lqurm/QSrPd3iClprCWcXD04UA9XyKFoqwqBjewPD+nafY8v7mhu93imh3zUvLg4X3GEBFKc//xa0hr/rJv/Kdi/VQF5fU3P8c//vf/A/75f/tP+f/8d/8MgJvrF/zWN//m6WOEEJydX3JzfYVz7ie+7+e9jvOEYwumbRrmi3lGnB9PbTHhxpHZfJEH7OST3QQDRsks4e33d6SU+NKv/RpWF4Di//p/+Y/ZbncopViv8wN8XLN6BiLfkubzOYUyDH2Xi0cI9N1x4JxnCC5F5JS2OPT96XN1bZdbXOSH+Pj2vu/p+z77WMYRhEZOnoCjrv/Y604p4UOEEPHBE7yn6/KtQyqFUAZjFBKFngK7rNYUWlMXBdZo7p0/zq0TArvdlnltGIeG4AdCjHRNQ4werRXW2JMiDiYjpsjfWyUVUmrC6E5F80jJktMtUimFm1qRxhqE1ASVnfxJCaSCpmtxfUNZaGRdkIRgc3dH0weisEijSQJciOx3e4zR3N7eZi/DMFBWFV3Xoi3EdJx3CfquZ76cEfzIMPZYBXd3G/b7Pfc5Er1+kYvKS4aKEJlU0PQNzd2WJx99wM3zp8ytBJ0Dz8bgCUSkVQSRWJ2vORz2CKso6hIpJfv9HqUUm83mxN06HBqGPmZcTddTFCWz2WzKBIqEEKmqGkTi9ddfp6oK2rZhfbZEiIjWgtHFnKvioe+HyYArqaoaYy1D27Dd7Xjt8WPOz8+Zz+fUdcXl5T2+8IXXiXEgec+H77zDd/7oD6m0oW8OrOZzfIoEBDEkmr5jPl/Q91lk8/DRI6SdU82X9EPPbF5T1AVXV89pux45zVoDkVJHyqLCKc3Z/XuZoiw/w67AT1FQFssV//jf/w/4r/6L/5Rv/cG/Or39/Xd/QFXP+Po3fofvfPsP+Dt/9++xvdtw9eIZm9vrn/i+X4T1MhQpslrOp7ZPdmS3bUNR17Rdx9lyljeKlLKRMEWQEKPDjQ2+a9Ai0u23LBc1jx7dZ7ma8/xGYYxFW4NzI0VhSSFACCgpeXB2nnEubcNstWS32zK4nMu+rMucrigEhcw9Zm80N0OPjCnnrSvHvjlgS3vypxwL5XFGkyllWarsvT+dwo8YiwAMPg/LSRGtJHU9JwSfvSgiMroOpSwkDSmynM9Z1BVvPn6IKQ3CKGxh8X2DNQWb61v6do9MkXVtUBj8EJEoEJJCVad5UVKQpEQKGPs+p/cZRYgJfI7+FQL80JOCgxQZh46+OyBCwgpFNBqVFOMYScOAjAPrymILzSZorvaO2w7GWKCEoiQyswIRHbveU8tZLnZSkrTmrjnkNmHnKAtNDBFJIkTHOAqMFiAUQnr8eEAKhxA/Er38C5OGkmXBR29Eno85UvC4ds9hu+Hm2ROGZocInugVbkg0d1uG0SGipzSaSlsMkrEbUELSdg11PWPf7hi7Piu6tMk3h7HHJwEKXBx547U3APApP38XF+dIIkZrFqWmaXYcdltWswIrJDIk+v2eMI5oU2KswFSS9eUSVRlmiwUrd8blxTlf+sLneP3RA6pCM6+ywKLZb7m+fsFms+EHP/ghRTnjwaPH+ZA1DDRty+jywamq55xf3qdte7SxmNkSVVbYeY2aVfT9yM3zG5Lz1Kak7wdGP6JkQltJN7YU9QUX9x6hVA3J8EvX//wZrL+0oHzjt3+Xqqr5B//wH/EP/uE/Or39P/9//N/4j/5P/3v+rX/73+Xv/8N/xIvnT/mP/6P/I5CldD/pfT/P9cnYzpxFDTmXgZTo+w5tTFaLGIMQU560FEB2bWepZUCLxJA8i8Wctu3xSvDw4QP+5u/+DjfbO4bRU1UlRqoMlzMGN45E4OzsjMNuz/nZmuAdQ9cQvcMYw/n5OQDPnz/HuQHXtwipmJUlhyY7d+uiQiiFDw50DsY6ghaPg/8kJDFJnHenGc3xl5QSP7GwUoxIkZMRlVKZ9JoyekOKNKmBHLPScLGa8eByhRIjVVXig8uGTwJtc6C2BanvGLuWUSSstoTgcL2HAEpnU2kMkb4bkMrnWQSCsR9eqt9iYAw5K0Oo3O/v+o4YPEqKLPUPiZQ8UkFRZjJAYSuaw8h1E7je9OwOLU0XiUpSlzb/3FKEFOhdpNYLVGEZYlbsERXOjUgSmjyUR0RiCqTg8CRmdYVKPc7nXyn6l4fTX7gNJef9CDLcsd1vGbsDrm/Yb24Zu30m7xrDfnfHi8Me7zwhRmbzmsoWGCFx3YDrxqy6kwYhN9zcbgiDyxL4ycPkQ6QdRqq6ZrFaoG1WHxqtqGyZhRRDw8XZHD92hLFHxMDQdjkXpZ7jvUPSsjo7Z+4C55fApARcLNcYXXDv4oxZoamMJIwtT97/Ibu7W7q2Y9+0PHv+gvliyYNHjxHGcvX8ajJSBs7Xa9aXDyirGUVV8+CNJbPFgv2hoek72rHn6fNrlMoqyB/88Z9wfz3HpAxO1aVlsSrpxoHaGM4u7qFUQZK/3FjQ/3+tv7Sg/Df/7J/w3/yzf/IT3/9/+N/9b3/s2589/fgnvu8XaSUfJzpqZBxGZrM5XdcxWyz5cw/IJDVPPpv1UBpsxbBr0UXFb33zt5HacOh6/uW//Nc5unSW+7zXm1u0kKyXq9zuKgu6ts0brnOcn5+fMra32+2JZxSdYxxGQszFouk6vIygswTzOHMpyxJjzInh5WMiBz+mT5BTjwVVIigLSwwekeI0pB2RSU2D74RVhkVRcrGouXc+42xdcnZWAD1hyLj7se+RMXB39QSZIsvZjPlqztXzpxTT0NW5kbZtqWdlLhJSwsmvk04tuROqf/pamQ4AWmukkKdiqK3CSI1zkkR23bsxYo1EiIG970D0RO8QeAQTQUBluoBSagrGikQ3gpQ0uy5LWxNIa6aY5uPMLff9U8rqPaECq6KmrBfZwf9Ky0ucTCm/AJtL7tVmoUWzZ3e34bC9QRNp97tcoIXgMAEQRYosFnOcd5RVibE2n+gPPbebLUJKinLJd//k+7z3zkfM6xnjMGCNRQmNVoLFzOCCZzafs16vMpECKIuCwhpMsTyBQOu6Zr/f0/c9y+USWxQnGa+xFlMofMrt8uVqRVVWSKDZ77j6+AkyeZrdhuvnT0jBo3QmX99uNow+F7+m6+lHx2K5oioNs9WaxWrFcrXGxwRSEaRkfe8eczcyOsf5xQOatueDd99BCMn11TWPL8/zATQlpDIYXXB2eZ/VxWV+nj/jQgKfQvTKJ1d2X0fvGLoeayuUsRQJlLJ//vmICSRIY5jNZsgUaQ8tQhkWFxdopXn7i1/k7S+8zR//8Z9wfXWdzVhdiUhwtl5zaA5Ya5nXNWFyus9mMxaLBWVZst/v2e/3hBCyY917htFleOLgJsWTI7hIP3a4yah5XMcCkvNV8tuOG/erfhRBQktBiFmIUBhNCj6fzo0m+URlK87nMx5eLPji5x/y9hfus5jl2F5NQviGvtvTtS21Few2O0YZKeSc1XLJ7e0tEFmvl4TgJ2hgQuqcM2Kt/YSk9ShaKOuaPiSc99lrECIh+JNpc+h7YgxonW9hkLCFmoCUjnFsGds9yXfIkFt9IqrMB1OKEAOlkcSxRxnD+uICP3R5HjSJFDoXKKyZOFSCoWuxRmFMQQgDuqwp6gUINaFMONGrf57rR8uZSImhPXDz4jkxOMZ2TyAikieMPW7sefb8Gc1+z6wqiaTJGJg5Z8+fPWd0gfc++BjnAvcuH/HOO++z3bY5DltXGf8jVJbVF7Db76gLix/6XLRjhKgZ+w5TFez3+xz/Oyn6ZrMZfd9zd3fHMLoMAj10IBUXl5cs6woZA93ujqE58P677/DRB+9xeb4m+ZHN9QtmdU0nRlxSCKXRtqSoau4OLUhFNZtR1iVRa8rFgmq1zO1JqRhdZEiRsrD4EHj67AXPnl9x2G549Ogh++vnHJoDy9JQVhZlShbnax68/jmkLrKYRBiEevU7/+lcn/qCkkLCjQFrS3RRAAJb5G9LSnm2knNsp6F8yJiV7eaWFOH84pIqRZQ2QGJ1fsHrrz/m0cP7bHdbuqal7TvuXVyitGboe7b7HZu7DaWSKClYLpd0XXdKsLPWcu/eJVIKxnGgG8aTWdIYA0kSRMInj53kk0eY3XFmEhE4n06I8KNW/+gf8DEipUAblUn2AoSWqAmrXxnLsqq5f7bg4XnNw8ua85WltAmJJ44D+IARHpdGqkJhLlZsbm85O1siZcn9+/e5vb0+Kc+cG3CuR2mFLUuGSX12LHTHlpz3nqKskUoxxsju0GRibAjgPVlol1BaIpPMKPGUW2HWauZ1wRuPzpnNa7737sfs+4Y0OHwqEDon+hHzcFpo8EPDalHixnxbNKYgxdye2+13nJ2tIQSc62ljpCoM1WKNrWZEoZHp1ScqIn5Oc5QjqyvGlAkGfiSOPV2zJ44tYRzA9bTdAT9mo+p+d8dut6UwlovLezjXI7Xk6uaWlATvf/SEer7gydMrtrs9StXsdnsKWyCloixKSAktFUJIvOvRCmZ1VmSt12fsdlu69sDdMMD52UmddSRAbDYb5vM5zkd2+5bFYkHXdVhbEJ1jt7nFjSPtYc/Ns6ds7zY8//hjDBGjJEoattsd225kRPL4tTcwtuT2bstrb7zF5b17HNqWoip5/c3XKYqSfduy2+9p+xHn8+FtUVjcMPDg4QOUtnzoRrq7Wx49esT+5gXN4Q6plqzrGfXqgmK+ZnQBcEgM6hhhMCkrP9li/3SsT3FBmZoUUmGLcpqXyE8cMPLIZNptY6beDkNP1zXYomC+OEMIhXdjxsnHgNaGb37zm7z37rtsDw0ff/wxANoaDm1ODjxMmSf3Vyu6caDve87OzthsNpRlSVHk3O2+bycFV97cqrpmGEaKsmbfHj5hWjtKYP3UrkqTYz9OyJYjbka94vMQImZbTRIZMAlICXVZcFbU3FvMeXRvwVtvnvH6oxWzUiDSSPAjuAGR8tC6LDOPyRYl+6Zl17TURcV8PkdKuL29zi05a3GuJ6aXYV/Hf8MxGS9OqHodyRj8GPMGFCPBZTVaFAElsrAmTeolZU3uewtDO4zMVzP+7utv8dX3n/LP//W3eHa9w3kHThKVJgSwVYmRibFvctvQWow0tG1/Ei+kmGjbBiWgrmpiDChbcn7/EbPV2XTKFadMqhP+/ed5UpUCkfJzub2+Ymh3tLs7/NhjZWDf7Lm7u4MkaduO+XxOVVYUZcW+3dJdtwyjY748xxQlTTuwuTvQdWNOTOwbLi8uSHiGMWPsjZYMQ0s914DOAoq+p65KUgo8e/qE8/OzT3yZQojp8HSP/X7POIxc3nvIxcU57/7wh4z9wPvvvMNikVtrTPL26APWWPp+ZDe6rMic1Qyu5/zhfR6/9gZCal6vaurZHG0ts+Wa0Q188P6H9MPIvmlJQnJxeZ+qrBlHx/PNhuawxxQ1db3g0cOH+OUcMbbglvQxp4yaomJ18YAgDE03IlxWBkotP0H6/jSuT3FByUsIiVBZMgxAesXtKlMuKmShwWG/RRvF+vws+ymQJKEQuiDESHR5HrE+v+Drv/mbBCH5l//6X3PY7U5u71lVE2NkvVxSCUHftaf421fxH8AJ2bJaLdls98QQkCq3fI6trWMBORaTk4FRHDNf4sn4dZqfSIkWmVclSIgkURK0BGs069WSB3XNg0XJo3sz3ni0Zr2waBEJPiKiJJIyRiMJlLGEFNgeGmy9oBkHRBQMXc9sVnN+fsE4DmitEMKeMPTHm8nRIHfy4KRE8jHfvmI8pUkSU/4eSInREinT5FZPhOiJUeD8wG7znFldUnOP3/utL/H5x/f5V3/0Xb793R/m6GDvsVWFFkxJkpmZFt2AVhpBIiWmtMARKYEUGHuoqhJb1jx8/U1MMaNPCf3KKfTnfR7NRtCE91MOSPTs727xfQthoB1amt0d3WHPbn9guVzz5htvEEJivz/Qdi3Gatbn5yAtRVGxubtB65L12ZzbzTXLVcVyVVEam/+u0DP2B+opkC6GwG67ZRwGzHSAMUqhpHzltppbXovFgrZt2e12vP2lL2OrJQhF1/U0+y3tYcehLvFu5O52gzGWlODQ9hy6gaIoUUqz6zyXDx5jq5Ltfo9QmpkQ+JQN2TFNcvskKXWBmuWcn/7QUZczLlfnMJ+xLQueX91yfb2hLizSDaxrw5tvvMHGQLVYsFyfM/jEGBKFEGiROw1heu292hH4tK1PfUFJR3PJK4FCL9+ZWwh90+LdSFnXUyTwEQOe/9AwjAgiWoJUGiUSjx4/4gtf+XVMWfKdb32Lzc0N0QcKbVmv19RFiU0RrS6QQnJ3t5mGzoIUs7Ty4cOH3N3dcXN3x3q94tB0yAS77sAYX2abHGXBL3lKAqREqrx5H82QnygoUqK1nApKnGCLmlldsZzPuFiULEtYLwyFCYSxBVkgInifiDGPn0OMjGEgRoU2BV4mhqZjUSiUgK7vsFZNggFPUZa5EAETJCur08qStm2z7kHIk6nRWIsbRsZhoG87BFAWFq1ELvg+u9W98zgPbdNy2N5RiBrX3LF+9JDZm/d54/XXePz4EX/0x99nt91TGInV+WYW/HCazSQEUk1BYZPvJcSA0ZLmsENbTb1c8+iNzyO0QaH5ud9IXlkpgXOBvmnY3bzgsLmm2e+Y2XyLurq54uMP358IAJayKBAC2rZlGAcu713i3JDFHSlwaFqurm+YL5acnV1gdMdyaVnOF+zutlRlxX7X5LaXFgTv2N5tTqDTcRwmWXtuA97c3KCUomnaKaPdI6XC2oKhH9i1t9MhwiIQLOcL9tsNi1nNarXm5m6HkprRJebLOfumY7e/4cHDh+yfvWCxWuJf3Ezzl3uYsuJw+CFSKR7eu8fl2TlCSAbpSULy4LWHE1ql4+JiwXw+o56vCCHR7ffcvXhG23Yw9hitefToMWNREKTCR7Dkluv+sIdXYKNHM/GnrbB8yguKAJlOlxOmkylTStYR7GitnYKkxJSJAYiEjHA4HJBCUNUVUuYXVEiJ5cVDFutz/s2/9z/BNQdelIbr5y+ISaKEwZZL1ktNe9iyXi1p+gMzXTD2LYWRKOGYna0I0vH05hkhQZCOQ9ujSok/jJl3pRThGPUrchsvK5MyJkZIiTLZ4Hhsj2mt0SqhVURJgVUWLaEyhtpK5hYuloI3H865dzlnXllUAtf30+whbwKJCekePSI6lBAEBI13GVmuJUJokkiYwiKjZhhHbFEQAEyBd54kFEppVJEzxpXUGKURSWQopPf4sc8eAKXQKrfrlIQosuw5xQBR0TYtYHAuZ8c3/UC1LllWFf/jf/N3+eJXv8S7f/oDnnzwIZvNHVpburHHxzxXEjJ/P7UpsFKibcLqBHIk2hG9Urz+W3+D+aO3IWVrqRBwHJuIn3OqvAJKndWHe6l5cX2NSY66UDjXcLfdcnO7Y7U+4/LyHkVVcbu9xfkABs7Ozxn6ntu7Pbu7u+yAHwd+/de/xhtvvMn9M8P1i4/Z7/bMywqRFIUuubnesN/1FJVG6SLfiKWgaXNxstbiXOD2dnvCBHXdSN9f8+DBA4RQPH3xgsZ57t+7x6M3XuPsbE3ynpsXV4xdx9je0fZ9boWKnAIZk+fxaw95/vw5MQlub7cZcyQE0UVmszmLxQJjLWEc2Dc75osl1bymnM2xZU1EYISgHbOFYD5f0Bz2KCW4fHifsWu4vXrOg9mSMcD3v/t93vz1r4Ib6Jo7XIRytmBRn50yiF5ljH2a1qe7oEynqOPrP8Z8U3mVZDpfzE801fxnjvJQECJSlcVJZRVCjlcSUmCrGqTkjTfe4u///X/Av/iv/ynucGB0iaFtCCExdgCeqqy4d/8+s6qk77rTqbEPnmq2QFnL86fPKKo6Z0/Yggpo2gFpCpIPmLI6UVmFFEidoZAkkFNapFLZV5NbTR6Fx2pFbTWlkRRKUhnJeV2wnBfUlaIsM6ImxPxvF3Hy40RNShIxneQTGfaolcJMAMogOJ1Mg5AILRExZbcyEhcSylgSkm7MhAJb1icTXpxOydGP05zqGAKWJsx5zvYWIhfJrh1pmhYlNUqXJBQuBmolSCJSlJa3336Tt996g+3VDd//wQ/46OlTPn7yjHZKCkwxEYcALrBYrRn6ARkTXgTm9ZrX3/g83/jbv0cxX5NiQinxyWfp53xTiRMaqCgLXn/zdUrl+eD7f0xz2DLsd+y2exbLM84uLimrCh8DIQWW6wXzxYK6nHHY9Tx/dsVHT55yfnmP3/v85/nqV7+W8fPtLaV+jZtiw267R0qL0SX7Xcv5+Tn92J7ygG5ubhBC8OjRI7z3tG3memVxiKHvBy4vL6eIBwGHhh9+8CH3Ly5xo6OsKuazOePo2cRENV8Qrp7x/MlTyrKk6zvu3btHWVqKwqB0yW7fUs/mFEVB27T5zw8DKUYePX6IrQuEVPjos3fLFGhbYGw+VIkY0FphVktWiwo/jux3mqoqqFPkO9/5Lk4IzhZLRAwQwySMiRmnVGa1Inz6bifwaS8oP2a5KYLXWvsy+/0nPBRH1dSrv4eppaRNRn0bzefffhvfHWgPO777x98lBtg3O8x6xec/9zkSsFqtEEqgy9l0mnN0V1d0fWCxuOCsjxyajhgi+/2AC4GudxmtYkrKovjEDEVrjdHq5PM4Kshe/ltsVnQRgYhVitoIFpXmcllzebbAWMHoPErmXvkxPyMBkUSIiRDJPpaUW1XaFswXy6zkKuwnUDcAUsWM+j/lgquTYOAIwPQuo+lTzJ83KUnSMosGRFZRpekGmdIx50XRddvcXpHZZzL0Lc1hR7WYoaVCSpP5AYXm4Rfe4Py1B3zp5o73332fjz58wpOPPqZte1wYkaNjkSRaWFyAcnbG+tFD/qd//x/z6PUvnH7ev2ibhpCSQEJJcE1PHDusgOdXt9y+eErykfv37lPNZvT9QD2ruXfvHkVZorSm2XdcPb/l2cfP6dqOB79+yTd++7coq5KmPXB7e0Oz29FPRtSqKicIqWQ+nyG7yCDzPEYrMf08Bw6HAyHEExz1KMJo2xbnHG+99RbExOV8ye3TF/S7hjffehPnPavLC2RV8Mff/haL5Yr12QUxBp49fcZu33BoOpq2R0jPOOZ26uc+9zk++OADmqbh8vIyD/6bhuHujtE5lLas1mcsfcAUud2qRCKFwH6/o7SG0mZxQVlY7ja3vP/0Kfv9nl//+m9hyoJjVEUMAR8GtKpOh8/MM/z0ba+fvn/xX7COXo3ZbAa83DD+ovXqpvLqf0vxku4ktObzX3g7p9tFz/f/7E+ZF4ZSgklQzWq00izP1vgQETr3mPVmC7FntVgDimH4mBAkfd9OAUWSFMHojH2oqpow0YiVnJzuQp427HyyF1P6o8wbrPAoEkYIKiO5XM64t14wqyvmy+zF0UZjlMyFI9uuSQGS8EBWaikhCGMOy0pCMDiPKrKUOpFTMrXW2KIipcS+ySylFI+591BVBTEGrCkIQ8foRtykJtMyZamwzOww514aD4WQ+ABd1+V2n87SZzcONIc9y2GNKsvp80hsXSKtRljNG4sFjx4+ovnagWdPnvLkwye8ePqM7c0dWlnsfEm5vOTx21/my7/zN3njN76OtNVpfvaLVEwgF/oI+K7hvT/9DuPdNcNuy/bFNWMzsl6tWa3XCCWJQ35W67qmnBSE282eF8+uOewa3njzMV/+0ttIEbi9fcrmbsPzj5/w/OmLzHazBVpnaGk9K7GFJiVL1+xYLmoKm1uY3g0oMZGtJwHJer1ms9mw2+3QWvPkyRNKW2KlpT80PHr4kCdPnjBbLShnNaq0vPH5z9HvD9xtNvzxn/wJhbVoW2T5scjzi/X5GUJJNts7Pv/Ft3ML1Rpu7zbMlyvuPXiEVHpqbWds0e31NdfX1wxdAylye3PFarlgXpVcnK+Z3b/Hn/7Jdzhs7njw8CEPH2ecy6zMoXuhTyzOLhgmIkU75Rl9VlA+5Uu9Mmc4rp9GS/6jNF94GS0bY8T1A13f8/jxQ/7O3/kdPv/aGR9/8D4fvv+cZx9+n/XFBavzS0YL55cPUIVlVhi0H5hZze7QQHBsq4LkHWpW0g0D5xf32WzugLwpW22QIuMutBL5RSwgRYeSESIUtiQGiCmikqdQibN5xaqWXC5Lzs5qlkvLfDGjqCwpBqQSGdIYfG4J+pTR+sZSlBkI6YcBW1SIpOmHgC0VSWqkNVhbUMQcTzx6T1mU1LXGuUBZFsTkJ/pNIISRsW9JbiCGSPAjMTqMFFhjEMlDUhMx92VGzDB5GkII2EnCHYMnOkffNdi6RmhL1x4IGrQqs1ESQalKFvM5D+/f50tf+hJ3+y3tMLDb9dj6nEef/3VWjz5HefGAqDN08tUn4hepqAgguIGnH7zLBz/4U2o8427L3e0d1pbM5ytSSnRNgzL6Fa5dYrvd8uTJx1y/eM5iPuPrv/kbzGcVd3e3PHv+hJQSz5694M033uLp06eZ6bXf03UN9+/fy7dKrzhbrxiHMSN8pgjoi7Mzdvs9ZVXinJ8iuF/SEbz37LotIopcEG5vGWPA1iXKOXyMfOHtt2H0fO+736WuZrkToAy7bs/9ew+IwGy5JKUMfzT7HQ8fPMh+mark+dUtP3z/Q9754Tv0fcdyuWS9WlEUlrvNHfv9DVVZ0uy3hH5NXC24f7FAEdAiYgrD21/6Ug62k5mQYLUhKY0bRnzMxOyjl+zH7Qu/6uuzgvIj66+yOfy4j32VFXa8rRhjiVXF2N4xqwxf/NxD3rxf8/nX7/Ps+TUvrm74+N0nfPiO4uLiPuuzS1arFUUaqNWILCMHWta1QEZJQnC7aYhDw6LIDzFKIJNDIJAyoEhUJsMpU0oUcgr3arbZl6IkRioWs4LVXHG+qrhY16xWFcvzBevzM5TRpBTQEoiBse9RMt+E2qbDuREhycgLIXFDoNAaU5SM0VEXJT4EnA9opZgtlnjvGUeHlIZxDMTJbzKOHTEJYgogItYqgst55ynk4qhEJLiRmCQRjUxi8rFkPlhR5DwYGRPGaKxWpOhxfU8KHpuvbfhhIBAQRYnQBUgIUqIKSalqztYF8wQPRMF8/RC7egj1GUFoRiGwgP4FUXV9YqWsMXH7hj/7oz9g++QjzLJiu7nFFAWz9TlBKFzbElIEKen7nkyogxA8WiUW84IvfflLrJYz2sOeF0+f0bQts7rm8597m4uze7gxcHnvnN1umwu+kZA8WgqkNZRGc3XVspjV9H1PYfSkJlRUVc3d3d3ktcpolqZpCCEyrxe0Q8/z6yvKquLJRx8zW8y5ur6m/K1vUJU120PLfLniydMnmK5nNl+wvrikrCsiWShzfXODtpZyNiOGwHa/x4fAfL7k61//LaQUNPs9WubcI+FHZAz4oaUuDYtZweX5ivPVkrvrF4x9Sz2fcXH/HpvtHWeXBTEElE4E5+maHjVbnnwox2Lyi3TY+OtYnxWUn9Wa5MgCgbCWkhkqrtF+Q+88pgi89rhmvrjgwf2SsQ88/fgF29sP+eDpeyyXK5LKqJfBeQpG3rw/Z18Lun7AJMvmMGLqAqUKxJRtD+AcKBKliVBoyrI8yRnHMXOxCq0wInJxseTsfEHCcXa54P79c+q6xFQlJIgBQsxGslppYvRTa0mjVCKGkZgSMSSUNkQEs/mS4bBBFwXJ+RwzjKAfJmWaNhDybaltG6o6h7IlHCmGDGNMgRQdkojUAjXJe904IJVF6QJtFFImvA8IkU2lVVURhxFJzOZHkcGewY85cU/l2UwcXRYHTK0SnwRBakSh8seEiNEWJSANHUKVCCvQ0iL5xSTLCiCGyLN33uUH3/oWtDdcfvEtpEic37/HIC2BvIEeA9yKoqDrOgaX4aKPH9/DCM9qVdE1O5KQKKnRGPo2MCsXtG3H66+/QUw+z01kwlhFczggXWA+yzeX0hpiSqxXyxy3LCXL5QylTW6FTaf5o6dKKohWcdvsCALarsONI/NZFsZ8+O772GrG+fklq/U5s/mSj598zOff/iLj6Khnc6p5TVHm9ERjM/FbygKfIk+f3/Li+Q191+LHnkJr7l2ss0z+bEX0Lev1Ams09+9d8ODeJTNruDrsENFz7/49jLVs7+6Ye0cF2VowmW4rbU4REX9Zq/xXdX1WUH5GK53+BzIATJKEQCmJkhGhIjo56jqhhSXNBOvyNaJL9O1IArqYfRHaGEKCJCTDGHj6/DkX53Nu944Y80BfaUXfdQgh2O32XJ6veev1BxRFQV3XWd48JT4CGBEhZLOhKTWjH1is5tSLGqGymCD/pblYOBcygp+EUgapFUhJCBAGN6FhPFpIxpSD1GJMJyFADIHRjZRTFLIqCoahxxYK5zpSzOIAKQApcO2QFTRW5cCroWfoO1IIaGNJxJOaSAmZKcnkyOCUEjI63DgwDnZC5wDEnBEPuBhJIU3xr4kgJnoxCcaYzWo+wNCRgoIokYXPtxq7ICX1SgbKjxaXn1Bsfsybf9LG82NPtp98qD7xCdP09uBG/rt/+l/x5L33eO28ytBElVE9h77DK4lvO5TWdNs9xnSsz8+Yz2aE4JAyYl67z26/p+t6nl3d8Oz5FSGBd4H1Ys2D+w9w3rFczkkpS9OlkBTG4lxHXdeM4whCsNtuuby8pGtbyrJgeXGPYTLhHv1T4zhmjl3b0rYNQ98TYuRifcZ2u6XdH7g4O+f26gZdd9SzGcMwsFqvKMoCrbN8fjafsVguiCHSdT1VVbG5veWDDz6YMC8GYy277ZbNzYbD7o6xf4x67RHL2Yzl8nPUdTbTXl6co7Wi7ZtsblWCx6+9xna/zfEPmbyamXLKTLksZZ5RTplCP+7n+6t+Y/msoPwslxAwDc7dCG3rOTQjJIkWCiNLopRI4xnjgK0UlAJTS7zzVJQImZ38LiRCEtRBU5T3ULrk0GTuVFFYbJGhe4W13NzcsFytubh3idZmijq+wGiTI5BTJAbHMHR4P2KtQsk8yLZCZzWVh5QyJ0kKnRVrhcqb9DigbIG1ESlBdTOIATcM+DFzx4iK0UeqCdpYGI1VBYJEdD1j7FBSomJgDCMpQgwOa/JgV1pBSm76QnKhqcqK5CIxJKRxeTtNiugTrh1xh4bU+2x8lAqhFVppmq5Hdz2mb0lGY6slmhkJhRAlSZjJexSI0VEImeGXyRH8geg6pN9jwgwRa5LvQVegTM5HEYqMoQZEzn758dXjJ7z5x2w6f+FGdDLiigk9k38fAjTbGzYv3kOKgfnyHv3oSFLl/Pi+Y9P0GKWJqaMoLOvVGqsUpdEMKc8qbjc7XrzY8t6HL/je999le9hTLyqkhsv5Ap8C5+4CXZRsNge2mxseXJxzvl7hdEXTDgiZAaBVXTOMPUlEVmdLXOzpxw4hA8YqXlw/hyQxJnP0DtsDpERDB0kwjI7z8wUf31yzXq3RXc9+u6XvW8qqoK4r6nLOgwf3qaoZVTVjUZQ8PD8DBB9//DG3z5/z7OkzDn3gbt+x2x3QRjMvC/rBY7VmOSsoZnOEllhjSFLQuZHD7YFv/+n3uXf/HnVdc31zQ1EvGPqecezRQiKFwJaaQoH0A4P3lNUMT5xip2U2PMtf7WICnxWUn+0SR19CQgpNjCJvPlIhUEQfEUlitJmyvkM+zceIMooUVM4DERKVwEcYR89yuURIw/l5jZTq1LddzqvMASsNZVVRzepTYmMI0+dOEoXEiQhBkmKO4Y3Bo6VlVtX44FFSkZIghDD9d2IcHUpZilIzjAOIjNQQ0qJUQmuDt2P2kPQwOsd8Ppv+3ogfx0w0lhKfoPNZYVZYg5+G9SmGk+x3dB6mVkiavC2HpkWb/DX4EIgu4Mcs3VRSYm3GqCuVEfl5o410TYuuDuiqxJDnWkoXpGxNBBJpCstKMREn1lkikETMsEgvUGMkBYmnBWkwRQ22QghDEhPNOf0FHbGfwlT/Vz3VZjxQghTZbm7o2j0P7t/j8ePHeDcQEsQQGLqWrhtQ8wW2rJjPa7QpqOdVzgLSmrt24P2PX/Dt73yfd957RjsEillFHxXCJ57eHRi+932++Y0Z+vYOQmC9XBGdp9kfcG6YPEkgSdSLmsNhh5SCy4sLbtvcXgNDc8g5KOPgESLlLJaJnp0p2yM+BjbbO9q2JaTE2A5YmyML7j+4R1WeQQpcXz1HSkNd5fbYUZr8gz/7M5rdnvZw4HbXsmsGDk02R6bFDGMNq/UKUp7tLeoV7777Lh988AEpJQ6HA2dnZ3z5K1/j6uqK3X7PuSknIciA0Bah84EkxcB+d4e2ZaZrO4dUZsoo+vl7lP461mcF5We0jpvA0XmvdMZ767CgGV4wjiMyxJcy41faUcd8ELRGKg0iGwKTjxg0LmQQY1GUxBBPQ8CqygVlNpthbB5Qi1eGgymlU483poiUGqPzC79rO/zoWM4XaKVJOUGEeKTnCrIgVUiU0pRaI0QkeI8CtJKIlHEwCEEpBPv9Du8DxIQUTJ9PIBForXJ7YEpwFAL6rsNoRTf0eQZUaLRIeNczdgNdk2nK1bwgkWkAUkvkNA8whcEYQQoeIRVJCEKIGJExMX3X0+wPSF1TyhJblCAVMUnS5LhnkrdK1ITSkMSU1XrBjTmQzEgEClQe6CMkySiQJps989WJ/z4byF9YTMTx075UZpH/eoLz7O42PPnwA+q64q03XmO+mHN3OzL0HftuJPij1DoTrlerJcZqtLLsdntS6nh2veNb33uHP3vvY7oR6sWKi4cPud1uuNtuEDGxH6D/V3/Er7/9Fr/9G79O7BtUCiQ/sr+7pShsJkGLfBudVwUheKIfcxqjlGwPe9zouXdxTtsOmcGqHMXwEiV0NAgeKdRd2+UsIjcipaBrO54/f0bbHtBaURQ152eXQFZZHudD3nv2h8OkGnQ4P6K1oe1ahABjFGHssbLm44+e88MfvMezZ89QSvP48WO++utfxzu429xl6oSUEyctTirQDBEdxzGrDYXCH3I+vTHm1P76NKzPCsrPaL26MQgEKElRlUg3YzCa2IvTxx2R7UcTophuNgmJVGYajIJVEHHUpcmbc8hwyGOuyDE3/lhghJCf+FpeVZ4opfOw1erMs3IeN7T03UBZWpIIJDQIjQ85217bnFciUx6US6UzAl7KbI8MCSEU1WyODYHejYwu++LFlBwolMbHQDcRl7USaCk47Pe4sccoSVEUaKtIhEwXHj1j34MAW1VEKTHGZow/AZ9CLpBaoaTCu4QxigjIyYMjJgVUdJ6h60jygFKGosov+Igkg0uyl8Mjsllzis/Kjv1Iij7folQBIhJGgZIaoS1gORHefrSWvAId/ctqzV/WAhPpWFkgRU90IzdXL7i9uaFvD7z+2utc3rug3d3Rde1EAciyeGUSymqqWU05q9FKMTjH6LMk+A++82e889EVXRDMzs544/Nf5Atf+jIfPX3Ki+trmqbDdQ3bduDF9S3vvfsui0KxqGqCH3HjgNWZXS11xp8UdYF3Ae9G6qqgrrOsu7AldT1js9lxfX1LmgKsjsbAYzE4FgerDb3rJ7CkYLffcbtxFIXGGM1ms6NtMvb+aA5eLBYArFcraHs2u4aisAzjSFFUzBc1MXi8d5goePH8BpLmzTff5vLigtdee42iKHj69AWJyHI9YzabUVYVxmj0VGBCDDRNy+gcMQkWyzUxZkk0E/fvV3x8AnxWUH6mK59gMoCRmHBTZkkMYYIP5s3ieAJ7FfAIEmVrlLSZDWQKRAJtdQ55ioGxa08Z8sdCdJRhdl2PLqrT53vVeOm9n5z8OqNDYqAoKpTIPWspMyZFGXHyCgiRQ7qEygIDHyNSSZS2BD8iJ8SKdyNjNxBTBKFBadRkhlRiQrvHeDJb7u82bLab3KawFiVzaysCSoDRmtQnkvNIbTClRRUFCENMMb9QpcSUFhhzkbIlMYSsLLIFuiiw04akjsUhOZwbkLpAKJG5/VJMGTjHhEYgZcyLgJOvIsVAjGGiEgvCYKafl0Ca3EJLSUwF/RXQ109Yr95Cji3PV6MJfnSdQrRiQKTI/vaGFx9/SGENl2drrHtMGnsO+wPOucncVyG1ZbZaU85qzi4usNYSQqDZ7nj67Jpvf/t7vPPBMw69p5gtOL9/n5vtBv3kCZf3HzM/e8jz6ytunn2MGnY0TcPv//7vc2+94v79B9y/dw8XYde2WKsJjcOWhm4cqOoiI2GswTnP/ctzYoShH9FSkIJDS81yueTF1dWJpH2kP6xWK7Z3W8ZuZLlcABElJdVijhCJzeY233Tiy+dcSsn9+/dPRQl65osZTZfbtev1ksVizugHDrsttlowjCMhBJaLBcvl8kRCBqjnM+q6xhZZlVgUJQKB846hHUEa1AnD5NEUp5/pp6GYwGcF5We6XhJHIYU4Zb8PhBhPB9QjFuX4sd5ndISxliQNo4toU6K0xY8OhMAUFWkc0GbCu0x/1rkcEHXs75YuJz3+uE0qS2g1UoDzbnLU50jgoXfYOtNeXcibpp44YHK69YgUGH1utynB5GifFGBKkUiM3k+iAokfc1tDCFBSMqtySt8x+yWEkJ30WoEU2Mqg/AjjiB8chIgu5IQWyd/PFMH5eJo5GTNDT+mUw4TgYBqEphghJdQ0T/B+JImYby9KEREkkfLHyeNgfSIOE0/MMkjZL4NECEdK3dTES4gYkKEgGoNQBjnd8P6iveRH5yM/DuVyjD5+2UbNh5EkIAwjh+2G3e01hVHUhWEYRm6eP6Xb7fBuRE8AUaUU2hpsWaALQ0iJXdPy/R++xx/+4bd49uw5h4ODJKjrkhBGnj17wc3dnr97+Yjnz694+uIF/X5P6RvMYo0fFXdtz3i95apxlHSEsWO5nLNaLUlBohDopJAoKgG9G1ECrC4I0iFS5NGDe1xtdqhRnZJKx3E8HZJms9nJ1V/XM2LMysKmaVBKTG3TTDd2Lt/267rm5uYm31SWS7AWVRxQ+4aYEqvVgrKyaC0oK8tsVnB2NieEASHzPVVphZ6UirNZxWw2o65q6qqiKLIMe+gH9k2DVJZqNqOaXpOv/sxOL7pf8fVZQfnrWgLq2QzpZqTGMgySlHJP+9WENziGZTkiClvVSGmISaBNmds2KZ96C1vAhFg/nuhy4qDBO3/q875aSI4bVpzQLfJ4Kk9AEngX8S6QTJGzwhUgBOE4aBZiwrtAjCBjnMyUOUJ49HkoL43OzR8hM/Pr+DWkQCCRgssy55hJtEy4GDtteEMac4zxMDJ2PUbmqN3j50nTZcd7T3COyhYUhUErRQyQpCOEnKSptM5tx5iIISJiIBHxbqAfWmyhkdoi5bE4C6KYGGXE6evOsmaREkkZohC5yISAkHnjE3hIljGWSFthTInk1VvKT7ejvHqbfPXnl9+WvUFKQ/SBm6vnvPvDH+CHBkXBprnj5uaa5tBgtMK7Y6urYLZcYOdzFmcrhFI0+4Yf/PAdvvu97/P8xQ27fcuhcSAks6ri0O4Y+j0xCT7+8ENiMnz9N3+DdnvFD/7wnzOf1YzJsz309F1kbjT9MJKcQxiPKgJ9HKkqi3Aw+G5isSWkkJki7RzEmGOdJ8HGarViGAZub29P3qrD4UBZlMQx0DQHFosZMWbqdQj5mV8sZgjU6VZTVRWQYY1hulXO5zVN11KXNVLlAtT3UJUFxirWZwsgy37LSlMUuaVljWWxXLBYLKiq6iSHF0dzbUwEwun6eGxBH9leiemG+yt+VfmsoPwM13Foh8g4CYJ8+XuOp82phRJCRrCnjChxfkAWCuE8MY0UVU2ICWMtPiRsUSDiy9568h6pBNrmgWQSLUJks+PxBhO8J8aAFJKEn9SmMsf/ikmBFrOiKzhH8B5r9GkQfMqkDwHnc8thHBwQqazJSJIQSCLgnIdp1hH8mLE23uNDIoWR0edWhxBQVRVaK6yW+YY09IxphKGDocf5kbqq6CMEF9BGoG2+QcWU6cdRJlwMuW0lBD7FjKNnEgxIMaFdHDiNGEe0cig9kuhQIaKtye0vOHk+Tl2nlPKGAEipmQLEEQSS64jRgdcIZYhFyjccqUAdszA/uX7StvKJW8grYo3jrA2m9lyK7Dc3PPngPQojeXTxkHHoaPzIvYtzzhcVvu+4u73FhZBZbinRHg7MlgsOhwN/+qc/4Nvf+RParqfrR9o+s6iEzDOo9vaAIOHGgXff/SGHg+PZ84+ptePB+RKrBams6Xcjb772FsaW9Fctu+2eXXvN7b6hKAtiCsxmMxazgsNcsZwv8CExDj5LzKUkkanYUgR0kSGe69Uyt3OVnBRgjrqeZ3l7UQCGlAJ97ynLMptaQ/ZlGWPQRudBfAgcmgOzJNl3PSLlUKx5XePcSFmtWM4ryrrk8vICpQRuGEjB4cZIWVUsVjPq+YKiqpA6H5ayCjLixjFTqU0WdRxBrJmELUgxS8vVBGs93i5/3FPwy15uPisoP8Mlp7DxiCApSVQQlQKpEShScPghU1tjCIjoUSkQCZnmGwbcKLCFxPt2mlf0+TaAxAs1zXclURmiyDj1wQVQFf0YUFJQGEnwLvs5YsBoweB7tNGkGNAqZBMDCSUTUgi6oUWKSBCZ2UXKbSGldc6iJ5BCpNQFzg30be5LC5Hx+m7IA1VZWkxhAcPQdXg3EmPESoEScXJK56F6FIakAJVg6BHCgRHI0pKUInkIAxnzIQNSK6op1THJ/L3tUyL4SBCSqAReZEKxkhHwea6RAsJ5vBkIoUPq3N4iRlLSU/iYRgpFSvl9KWmOPTsZEiKOBBIBUDan/6U0ABY7WkSU4CPRBGQByGJK+BT8NJqfV0GjxxTPXFDyEyWFp7l7QWg2PDpb5ZbiMBK6htommjFwu9mQUpaa+27H5vaOaEqGMXFoe771nT8mCcW9x29y24zcND1j11HqPESXogKRmC3OaQdH73punn2AVx2/9pU3qVRkl2AXJev791BhJG0KYpSMPuB2A7IPtF2HrXrOVnP6RrM95PbmbDYnpYQxktYnutEhRaLd71FKMa8t1NOcp/F0PtCPA2VZ0vc91mTT64N790kp4nxElJbFcnlSSqaU8M4htWYeNIcfvg+tw4cD9vKMvm2I4j5mPgdTMFsYhrbn0DvsRFEuK4upLckWRFORdIEwBiEUIgXCMCJToqpm+TUasgAhBM9AbmvX9QwlisngLCFluUc63l74yyZtvxzrs4LyM1onotfpP/LMwhYF3lrc9DHBu5cbhxSkmNv+SgqQeYN3Q5f5WL1jGAMJgS1LlC0RQpHILSglFePg0cqgpGG/31PXFW7MrnNioDAqn979iJKR4ANyuonHEAgh04KDH/Ej3A09y/U5EUFZzfKQWgiQCuc8PgYKa0nJEKLDTS+k0Y20bTsVrKxK0lJSVSUpGlKfU/7y0LhFG5XZYCIRo0cpkaOGRaYdJ3KfPCLxo0OkgKxKlMlomSQgSYEPIavBipdIjxAjQka00tmXEj1iUvaM44BSGfAXggDC5ApXpzbkJ5IwUwLnMjmXhA+TT0UkEgkZE0IOuaAcnwSpwEiQdnoufvrWF3zytpL9QAMpOZrdlnldcvXiKSJB0/SQHEWhGJ0nCsGu7Rhd5Opqw912h5cK+9Fz+mFgc3uHkDKbB1cLrp9rehGQIsf4Wq2pbIHWEhsT0Wp0dDy8OOfeekXTdoxjpCwLqlJz/dFHzGYFb7+dsfP7tuVuv6WqLSF5uq7hepRstg2r5ZK2Dyidv8+HQ5NVUXiM1vlmG/xpLmi0ojyb4bzEmNxedVN8gUiZRiaVhTi1SI3B6ilYLgSqokCrmrP1ipub50gRc0yC1nR9T9t2zBZrtFWUVT19DoUuDUVZYW2BsgVKm+xhmW7t+XUnc7roBIRNMbLf76cZENT1jKosOXqFsjb9l/0u8uPXZwXlr3FJKUnTsE4pRVQCpV62rfqhZ+iHaeMUjL1nPhcYrWgPO0JgGggLjMlcrTyHyTLjEMO0VwWcH/E+q8dECiTvceNACnlIHAhombKRTCqMVIRJhizS1O9NkbZpJyZSgXP65NAujEFLSds29H0/bbhposhKlEjE4IFE17WklPLJPGUKsA4jSiaqqmI2z0qdcRw44lGCG3IroWnAeRQK7xNSZxOk0QZJlgGnFAkpYcs89wkhEQInCTVkwcKRbGu1QRiNAlLweDcihEaZ3PbLORefnD0ZYyYadUQqQfCeEPMtSaSEjJFIQopAwmWFW8zIljBmNIk0AiE0f5V5yqtKr9y6TISh4+rZh9xePWfc39Hst4gk2B9aHtw/59B2bPcHDp3jB+8/ofeJfohs7lpQGtMHjFbUdcatXK4XnK2W6NDxZ4zs9g1GwXpR51wPmZgtKvTZklIlvvz6BauVYXAO7w+cr864+vgDPv/aPaTrsFpxu9mwXJd8oXzM7d2G27sNzaFl9PnZP/Q9d4cDZVnmdlbMANHghylrPt8w8gxDT8ZGT4wSJeVESUj52cNi7TEqIdF2DWrIJtdiNsuAVCJFqXnzrdeIaWQYmoxKUZKmObBeL3E+YMqCspoR5g6pBKYwFGWJ0Go6RPDyoDK9vowxaBfYbTecG8VuO55mP0ZrCqOzB8cphFQIGRFSI6TiqCH/VSkvnxWUv64lsgM7TINypRQueBD5dJVjQ0VGxSeBEgqrLCI4bl88I0lJWc2QUuOdIziLNFlrr2Q+0SWZ2xuIfBtwKeKdx+jJqR48bZejeqWRiJBJxVILksxtlZyVEoGAdymHI+23LFdnDF2LIJ/UO+exxlCWJePY5+F49CjF6SRdliVlaYk+q7iiy3ytFBXSJcahpWmajG/RIp8ItUFKKO2MIQXGwz6jZwaPUjZnzMcswxZTr8BonWdIk9dEGUPUU397CjoqiuK0EXg3ZsKA0pNkNeDd8NIoOd1GjkKH4+0kzzMSKQWkBpFUbm8EB3Hql6tIVB0ipvyzTZGomdRuYqoj5qX096c4qb6q/Eox0Oxu+eDdHyLHjvawR6TIs2dXSGVpmo7N7Qs22z3vfPCEF3d7Ri+IQoOtMyctREbXMytyy/NiveCNxw/44puP+Ru//dv8wR99m4+ePGGxPGOTHM3mBWVZo+czHr/1JhdnK/Z3zzjsD8QYWVjDr33ude4vNGMv2GzvuDifsz47I8bIelnx2sMLnjx5TjfkzBw3joSY2B0auradZoIZ6FlWKgs+ZL597vd7QkiIFHEh5ksfESUEs1mNVjmUzdqp0MSYAaIC+rbh7vY2e1lswXK54PXXH7Dd3SFEvl1leKqi60eKYoYtSmI9hxRQVoNS+BBhmsccDxx9d2AY/PRcBbQx7LcbSBmoWpYVWgqCG2kOO1Tfo7TFFAVmuvGIJBHiV6eofFZQ/lrX1BaZUCgQJ/NTHiwLkfvJKWVj13DoGMdAiAlpDLm5JY/WaIauBQRRgU8CpQzRO5KIaJ0LxMun9LhBOmZV9fKUFQJok2F+5BN5dlTnAb6WkhQ9zWGH85HVOhsZF/MVbdtm0KPKapZhTEB2MgfvEOT+dZyGk0VZYLRk6Fpk0mhVA3nGjIiE4JFSZKNmcPR9T9u2LKsZutREDMoYZMrDfD+OKJ3biGJqT8UQkCJvAEcPzY+aRqXMG1JwI0MCU4CUKn+dSSBMFlEcb5LA6SAAuWUWU5YhxxAZx5GoNcUk0SZm2GUkCy2C9znzhYiyMYM3/4rbx/G2lPzI7uaKMHao6LFGcvXsDu89i3pJ7yM3u4b3P/yYJ8+v6HqPKepMeJbQtAdmswofPMEnSqPY3d3xwdhz/94lrz96jcePHvMHf/SHvP/+h7z+4IKr62uGsWVp5wjf8+L5E64/egdtK77x9d/li1/5GrUYGW4/Yrmo0UZQWEtZlBnaGRw9kbce3mfXBUYfuLm+pm1bdGFZVNkwe3e3pbAWKTR9N1AUFV3b0zZdDmKLAR8yhLQwGqmzeTf/mawQLIvihA4a+nwzXi1naG3QWqANLFczEPlmW1dVVoGFnEAqlCYJRRIyu++rAmkNuijQxp7kwH3fMw6OpumJMU2II0EMiRAj1phs9BSJQYr8epA5wmGpZGb4CZGxLUw3lV+BNthnBeWva6Wc9+0nqWSMeV4BcUpRTFO2dt6URQrMyoJ5JRFKI6SmGwbM5CUgOEyRlV85591ls2TKSHkRX0b/+rHPG62U6AkXnqb5BeSz0TgOaKWzKgwxwSIVzmeHuxLQDB3bzQ3VbMZ8tjh5BJQ6olTkyTPhYzph6I3KxSykyecxvXCGYZhUaFDVxSn3PoSAG7JBc7lcIkPEDx6fIOAIEZrDDltYlusV49ZhCosti5OvZPTu5G053jaON42QUs6oTykXEu/wQgGSqPKMSgt1CoF6VXKdUsJHl70pQmShg0iI6MFNsl6RJsWez0XKJqKXBKfyUF/PT/Xk5Av6KTeTrjnQ7m6prcICvsun9M2u4U++9z1mqxWHruVme0BITfQ9y1U2jApgaWcoq9HLCiWzdP12s+HDD/a898FHPHr8nAcPHvD6owdEN9C1HRfLmq5tcd6zuX6OKwTf/MZv8fVv/g7F2SMOTcPuycdY3+J6QWkKzs/Oic5z2O/Z32xom5blasUX33rEoe1YFHl2YaeW5H6/p9SKwefi7pzHjWFCoxQYUxJS4tC2p9kKUTLoASWz7He5mOc2aNKo6Vk//vyFENMNvqEoDRd2fTJMWmvRxlJVs0zNTglbVnl2VBbIQqGMRRuT00RDZLPZ0DY9KeUDUNf3hCZ3Hqy1uBgzOiYExr7LxWU65LRKot3IfLFGSZlfXBx//XKvzwrKX+OKkxv+1X6+fKUva4xiGLMKSpsM45MkxqGjn5ziSilEDBB9TjNMTJubzkqxJPCjQxmTkQ/HdklK+UWmNEYpooi45F9KgaellMJoTXRddrdLkWcU3kNKDEMPCG7FLfN5Tsfr+4zBt4UmRjJEUiuMtrTNnujTNPOJpJhOdICiyO2GRECIl0UupoAkYa2lbRu2mw1KKEIylLJAKkNZlCit8M5jy4IUIylEmqbBlrlt8VIVxQlLI2Ue9LuYW4BiHBFkWWeUKgsFyCiWk4cgpU+keSqlcgvT5xumEnJqh7jccisUSURi8oikkIScNBkc0Y8MQ4+x1U+d6PdqQRv6Hjf0jF1D17cctndsNttTQNXz61s650jSMJ8XLKuS1axmNauJbuBqc0cicf/ykkj+Pmw2W/qw4+7FLQiJ1YrFYs75asHZW6+z3+145513UEozP7vk177wBm88vKT1iR++80Oaw54z2dHsbhh7x/riAcEFhrZne3NHHDy4SCE1IgzMDFT3zxgmcgQkartEELm66wmTmXa73VFV1UmxpYDCBvo+4L0j+EhVWWazGbO6wlqDTAmlJs6bzIihsiyxhcUTaYYWQVZDQs4IqqsZxhYUs1luS8eEFhJtikxB1pkWHHxgTGMuds5NUb/5udhud0SRWJ+t8d5PX3d+3XVdm2GkxtA2e5xzrM7OCZPx9yhy+VVYnxWUn+kSkI690UgKnuRGkh8hhmwqjLmlFKfwKJHygSWFSAqBwWcOUGE02hZTuuGYmVXDgJD6ZE2ACWZIRMvscXFupLQ2m8kwpBhIMuNKNFmdEmI2AMYYsIVFK0XvulNUa0Lgp5ZY9p50tE1L8o56VmG1ZnQ9iTy01lojyC2F+XxO2+wZug4pwOgjYqWm71u8G4FADNnPolQWIRgpso8kQl3NMifMC5QQE/Ik0PcDSUZsZRnHMau3EBz2O9a2wMgpqnXycAj50sGsRFaNJSLIHIkcY85GSZE8nwmRRJZ0G6OztURkdItUZBNlAjcMBOcQKWWTnZIw2XcSkuiH7LMgc51iLBBSYG3JSSx6HL4fB0OvnFZfmhoT3X7L1bvf5/rZM7a3t7Rtz/XdnmYICF3QJhhJ1NZiZeTBvQss4Lo2G0HHkcNwYByz8OPR62+wWK1pB09Idzjv2G93lNZSWMvQDwzDwMP797m9vWUYOn7ww3d59uRj2tGz7XISZigTc5moVxV1YegOe7qmzaiVwpK8oyotVWGyskvlQK4MRhC0XcfZcs4QFd4Htrs9bT9waFvqesZsNkdZgyosMuQWZh5JCbq2oTSS+XrBarnMB6AQUEqfDhXBO4LIz2+M2XRorKKoSmxVIpXKhxpixhsJmVuTU+4PIs8p+65nvz/Qdz1aKfb7w0RIVnlGFiOSRNvsKWyBLWx2AKc8jzPWcnwyur7FxIixFqkt2vzyF5XPCsrPciV5ao2KMBLbHaLfo+OAxDMmTZic5cmPJNfhek/0CSE0YkpiFBP51/uA1BJjMy9KCcHo8i2lrOfZwU5CVwXD6DLkMXq0qfBeTPwtTRQCW1javgOyuktLRd/31KXFBYcqSsYQcZEcYCQFwgcKYxjHgXHc09wOFOoeYvp6YlCElPvJyQ1IAdJoKmsZUiA4x2F3oLQa6QeCG8jD/4HgOmJwFEZhqwItBMOhIbmITLntpKVAkykCIbkc3Rs9zg9Us4pu6Ce6cmSYNiKm1kMzhTfN5nMQCql1hheSUDq3okY/gg9oa1FWI5VEykQychJPRFzwpCHmyAEl8X5qNer8MQ6PH3oMEl0alIIUHcmnaQIWkaZApGwiRViyjBQ4hfF+cmN5VT68ffaE3Z99h9A4GECnkrktaJotTT+yGQeiVVw9ecHnHiyZP1iymC95/hyubhqiWTEMd2xvtwzDgJ0tefz4MeMw0hz2tPsGv1zhXSSGkURit23ouh7nE5u7K9q+py4LtBLM6ppkFO9tes6XM1b+CXFsmM/nFEYiDFhd080Egz+wuzowXyyZL+aUdY1QGudGGAbKWck9I9gfOgIFYxjpm4HUKcaYf1ZBBLRQ1NUSPXmHZAxo4VEiIJVAKftS+DK1dSH/CG1ZEVOaTKwKW1WYushaqzggYkKplFVdhSYpjTK5lao4qvYChMjQtQQ3IAuLNpqud1CAH/PMUCaZxTXWEnxkSAFlCpIMtN1IgQZl0SKrv44RE8ef9y9jGNdnBeVntrJPIf9vJI49YWhJIfff03RKOTqyxfSxMQbc6HJOdykpigqpFS5EhqFDTGBHdMIFgZCKwpaZyRUDUmnGcSCGiFIS7/NpTSp1crtLKbN8UUi8zxDFFCb2FRKtTZYW25f5LM456ro+qVwkuW11t7llvlyhrM23DSlRSWOUpD0ciEUWCox9h0iBrmto9w49zVbKQud8e1UgosYaSWE1oe/pu46+d1hTZLowuZ0XybcIbTSFKei7/pQa2HUZENi6PUbpE8urKCyhD7Rtm1lWQmC0JoQciVuUGmssSUikEnRdQ1WVFMWEbZE5OliQQE6yYR9Pp1ofPCE4QgwYI5DaoGOBkAkXHFEkZMo3FsxAGAuUHJFKZ0LBX/QkTRuLUoqqruhGx7braAfJtuvw0oCWdG3H5vqGbhx5fH/Ba48ecXZxhhSKKKEde3xKVGUOOjs/O+P6xTOa/ZZHjx5x//yM508+omsPdH2db3NC4IOnrAq0V3gh8w2DjKYJ40DvoCgMUmmslVijCd5RzmYZXipGUhdxzqOLkqLMcuCiKJin/EwpnY1+i9ExqwoUif5wYJQByUhyGbujSpuzXYY+FwMzCS2EOM1WTlgUIU4tszzDEyQ9fa9lTkKVSuK8Q0+znKPiSqojEVSCyDPOLAvPN8VhGE5t26KwOO9Ps8GTmnCCWx7/vhAC4zhMXYaeospA1mxpyqDTn7YN+ou6PisoP8t1PGBEhx8O+P5ACj1kvGH+NcmGERFrNSlGlFCQsqM2pUBwMbu/fSCMHqfHrEyqismVO+R0vKqmHxzBjRhridMQ8Oi2Pq4YI/hAbpHloefgQ3bgJ5Ain7yLItNSh2E4ASzzED6fqJQx7HcNCEU9nzE6R1FlA5cuLVVV0O73lIXBasnQ9cyrir5L4PILLprcApNIpIgYlRVcTdPQ9xn0Z3RmloUQs1dndOgqz03CJOsNPuRTJ7l4+DEyDnmQHFNiuV5hjaEfB9qDQ5qBoqyQyiJFlkcXSqOkAhEpjEYkhxuyDDtzvkCSs1MSkZhygclquTgV74iSGXGfgs8pyiiSFBAlxEB0A54OrQqkLE4Yl/TKQ/Pq2fRV1/z5/Yfo9QX7uw/54Plz2jGzxYYUubq9JvrIN37ty3zl197CGsdydcbHT57yzgfvokzNrJqhlUSuFlRVzbe//ZSxa3hw74I333gMrmMcBpJ32LomxkhdZnWTntWM4RYpCrwb6dsenyTzusJICGNPCsVJMl5VVW5FTm2nqi5ZnJ1T1TVKK8rp8zrvqPuSrmuprURGgzibUyiB84m2d7TdwLZpafsWkJRFjdWSqrJUpcwzw2lDP84n40S1tjbTgZUpiGpy0AtyK0tJfMjsL6EyeSJNxSDz3V6qB/eHhubQsNls2G63ed5oDNvtFltYztYXVNOhK0cOZxHOMAyYCSTpxxFjLOMwMPZ9NkyOCqRHqlzU/hxU8pdofVZQfoYrn3UiBEcYG6JrIY6QQu7NEyfsyAQr9GNmbUmBQE40EA9CYbQkkeiGkeACMUlCSBRFhSkt2mrc2NO3HUJpjNa0YzelxX3SqJfzJjyC400lR9hqbV9CCUOirsqJkDwyn89PeP2iKBj7HqMLvN/TtR0hOGbzmtC3CKvpw5iDliR0zZ5yelF7lxHzSYIUihAnLpiIRD8yElAiB34dWVpCMNFnPWEavC+MYVbVhJRNiwnyjQGB1QYZPdHnjPiQAof9jrKusqpI5O95CI6UBDGCNjAOPUUpkSpgNUgl8/cfkEmSQv46Uszmz0QuIMf8GilzxoxC0O53jKOjXqzRRhFENoqm6MEPJKGJbgBTk+Qrc5OfkJVyHMzXqzWPf+0r/NH3P6AXirt2T9NvCCKyWM745ld/k69+4UssVhWH5pb5Ykk/vs9bb73J/YevMa9mSODs/JzCWr76lS9x9eIFVVVR1zW+3bG9u2UcGgor84laSKTMqaLzyuJcIFnF+aLCGkVhDH4cWMxnzOeW1WqF1pqbm5uT8W82myGnUDUhc8hX1kDk0CulBH3XEoceqTTni5rVfAZS0fU9m+2e+k6zaUb6dkQS6JoDpVli5rPJv6QnkUhPSinn6mh9umFrW2JNNiomAaP3KKPzjVVrjBBEnzl0SarTDY2pOG23W/a7PV3XnW4STdNQluUpOTWDXbOxsSiKk2zdWENhDGKCkh79TZDnO6YoKWfHW9IvZzGBzwrKz2ydmIIiEV2H7/ek8QB+yA/UNFhMxAwWnNQp6ITzfpJNZt9DSpLMvRU4Hxidw1aJ5XJNNZuDEHg3cHu7oSxnWKVomwO2qE7eieP1+3hiGwYPyOw27kaCT2iZlWLwMuToKANWStG27fTiyRng3md2V4qJvu3wQ09VFYQx+zgEM+rS0kaXT59lkV9YStK3Eed6Dm3LajVHiEjfdZA8VueTX0bl5yLWNC3OZTJxWZSkkPBjRGnN2I3stwdCiixWK0pbkKLHh4AyGmJAkBH6EJE6t9m0kpOUe8yQwpTbJCpmr0NVVZAyzsVoi1QKJSSBLIkGTsVaCpm9HiT80KKNycP56ElRZwfSZBoViez8p0GqEi0NKE2cismrTY9Xsz0ApC2xi3MGodHVnAUGsd+iNPzt/9Hv8ObDx7xx7wFtf+DBw4dcPrjgy2NOmtTKUtri1Lb54fe/x2Kx4PVH93HO8f/+r/8pX/7yF1m9/pi77R1aJYRRdF03JXtqLs9WpATNZKisCktVWII3WWouJcMwcDgcTlTecRw5HA40XUcQkuVqzcXFOeOQi3X2MRXM6jl6GpAjMgA0JvBpzmIx4/zijEMXuLnZsr090PcDfdvQVQpbSLR1hMPhlC+UM0sK6rqmKLPqT59C5rKkXhmNOEIbRVZ9JQRCa7Sx+bV19DEpdcLqj+OYc2aUYr1eU5b58KWmv1trfbqdWWszkDV5iOCHgcBxNikxWlLPZj/D3eivb31WUH5mKxETyBRIoSe5BhE6gutwbsDHgJqyz8V0aksxkcjejZQShc6bTEgJiUBqi1KBsixYrM5JE9NocI5uyPTeqrD0Y4eQmqKw9BPKZRzHkww2X8fzoD/4QAqO4BxohRv6DMQrjjny4+nFIaU8hTJJqRnciJKGuiwheXbbG4Zmx9nZCjur6dsDsioprQWf3eTOjRhrqKuKVFlcYdEq83jniwWSzByLKTGm7H5umpa+HzDGYrTBzMt8So7ZSGZVQVRA8IQx0OwOpOSxRYECxuBJUZFiwI2JQqt8KtYarTRhyko5tqk8PQRPzhJTBJ9gcm5DDk8KYSSl6VaiMuwzRojBZ2y8H+k7yPHNgDKg8s8YJEkMRDEQnQPrM48e+HF+hNOJNSWkMsxX9zDFnN41pAirxZI333jIm48ecLacUS9Kzh+c8fT6Gd/69rfZ3NxQKY06yp+lZDFf8PTjDyje+hyff/M1/r9/8Adokbh+8YwvfvFt1qvXOUw8KmuyN2gcWvouix2MTBOix+P6bGK1dTUNxRV1XaN19jU1TcPV1RV32z1jUlTXe66vt1hjWC6X2QeiDSkpfAyZDi1Ebp9KyXZ/IMpEPSupa0OpC2QUbG7z7Oru7g6pM+n3mNeTf0659dT3PfP5nCQk8WhYNTqHYU03kOPMJYas6lMqt5+dH2mHATfmaOJjEF6M8ZRbf3d3x/5woJ4tkVMbrCzLfNA45vMMPUWR1W3OD4QIQ6fR2uBdlVu3OoD+5d6Sf7m/+p/7Sq/8t/jkb+Hk5h67A4QBmTw+ZHhiTBG8z+bGlE60c500spBoBb7PapIYMrBQpISxJVJpmmZPqSwhRPa7PUlIZotllsHGyGw+Yxxe9nGPp6bjMBFh0Kog+ED0IbOxJHmYL3OOuphaZMer/NHH4X0gRCAJqrompUChNYUxXL+4RovIQgnqWU3bNJjpRhD8iBTgxwHvItpIyrKcCkog+JG+7Ri6Fju1GfLpdo8xBbPjKS5l1EZRSIKP3G3uCClRzWq0MgQXQASCG/EyD2y9GzGmxhgNk+s9OJU9KEkcAxun9kYesJMiUhmUnPhbaRpIyyyhSFFkZ7+xeJ9IKaKUzTyqDJtiGDoKlXlUMQZC9BgpITpSmOYs3qNMfmB+5BH6c0tKzerskvn8jL75EBkDn/v8m3zzN7/K5958SIieznUkL5Amxzc//fBjVkXBwhpMVRK15vLsjK9+5Su8+cYbjOPAcj7jK1/+En/2/e/xwx/8Kb/3e7/HclEDgtvbG7qu43CAfvAMbTulWEa0MNTzGcvFnLoqkUZPkl11GkwbY6jrmn7w7G5bunbHbteebnb1rGa1XLFY1MTUs16vWK2XePLmvDw/w/QlbvBYLEYY2kOHHzyDG0nC40bH9m57mhcecTvHYK5hGFBdl28eWnPyp0eBPN6IZZ4pOp+l+YUy2T/iHM0wMHQ9ZVmy2+1y+9a/9HEdb/5lVaFUVkxmhP1xnhIIXmG9JwKmqLLAI+Vbawz5Rm1e8Rz9Mra+Piso/71XmpRaE4UnvWIlIJ+WRHJE1+DHjpQCzg+MrsO5lhQdfhxJIRNJRRQIqRnjiJ9cwsHnHog2GqM0ytgMh0z5dLTfbuiHEaE09XyB0QI39mglGYeGJPOJPqaEVrm91TVtbmcFRz3Tk/dCZn6Rd3hSbtWI7OyXU4JijAlBbv/44BEiURSWwmr6tmF0IwiDKebc3O4JUmFtgQC8H3PWSQxoLXHOT4bOTF7NQ20HMWQ1V0x02x3jMORZTj3H+0BzOOCdRynD4CLWW9q2yx6AmHNlpMiu6fx9yowlYwyRLDuWQqC0IYyOGFJ+BcTJ/T4Nx21ZZWrw5B8QRkyiAYlEEoVGiqz2kkoTY5rUcypjVpC44FEEjFKM7R5TBKTNgVt+7DKMUgz4sQdbo1LgmBJJkj8Zw6EUZ/df44u//lXee+8DFoXlN7/+NZ58+D4f/OBPePDgHmcX55T6MbWSfOULb6NHx6oq6Xc7ytkMF7Mf43NvvolUiu/+6ff44IMPWK1Wk+djQYhw78FDErC+vOTQNmzvdrh+pDgqogCts3DEaE1ZlQilWCwW+bWRMk5n7AeigN4HFk7SdgPj6OiHrIwavOB606K14PxiQRIFSMvDhwtKWxBEJIqELWBm5phyQGjDo8cPc6R29ECgbVpGN9J1HdumyW3CBBcX51nmnSLeD3hv8gFOS0TKWSspZqmwVgrvHfumYRxHluuzLGXXksM4EHxktVzkg1rIgVpa5xkkyTP2uS1cWMMwupevL1siZGbrRQRlKUkhEp0juhE39FhTQDQQj/pQcdxNTt/vX/T1WUH5H7SOTmx9JKbklfW/4Pek7g7CgA+OQCSKAKlHhJ7oHSQy6RczaeojpdFYFaFWdP3A6DwiBaJ3hCy9Z+w7YhJYpVBGUBpBGjtESviY89ttYfF+YOhHiqIiBp9R3nXN4W6fNzgpqMuCMfhTK87HiJkG5troLJdU2TQplCQ5MHpq5aSEkIphFCi7oFwoMB1d39H3I0ZnonKMAWPzzUJrQYp5duFRzMoSlCA6CCS8jyRpERJKq0khYlR+8da24vr2FmEtYxhx0VGWRUbM+IAWKQ85jWYYR3o/UJKFBBKVZy8p4FwENyKlJSIZnYcJ+qe1IYXsME0i4IXPHSmp8BFiPII0M64+56y8IrGeWmEpely3x1iD8nkIrZTBpUgKBuKI9z1p6NBlZkZFEmB//OMmcqhTfXnJN/7O7yGt5vqj9/nWH/8hvtmxnpdcfexIhwYzjry4vubywX22t9fM33idhsjd9S3JRR5Ky2az44fvvcevfeXL6GqGsZbl+oK2bYnCYqpVjg9QkuLsksX9EboeNwzYosB5lykFIs/MjDHTvEBADATvcEMHxnKWEsV8zsVly37fsNkeaFrHZt+wbTr6IbvG9/1Ic3DMn9zQ37W8+YXXMTOTowesRpUVF8sl1aKmOzSMXYkfRrq2RYRJCekCfsizt8NuT2Esq/WK6EcOhz4nexqNSBFriqmtDM7lAXrTNhx2W3rTIieFX/I9dVXQHFoSZNzMlDV/fn5OWZao5KnLgpQCTdugixIhFRGQSqOkOLXL3ODQOjECqa5JQ48oS5JToOoTWfqXo4y8XJ8VlP9BK7tMTr+b2hz5lOmIbiD4gRCyeium7H4PzhHHEaM0cUJghxBw/UAKEatyb3cYMtJEa4UPiXYYSeRI3aIoCaeTTEaWCJmyX2Ia8B8VWnqS3cYYmc3qCYSYI1GtyRtAP/R4N0zYCoH3mbElJlS49x5BJPrJPKkUQnJSjxlrTwZBbTQ3N3t2uwOzWcmsLjLgcorXHV3IYDyZIY7bwwEjBYU1WFviCkd36EjTYLY75LZZ37boqma5XqKKasoTz/32+XzOfr8npZhnGTFzxqr5LONZbIG1hnHaMBJqikHuUdaSYmLouhMCwxZFdpZ7D8GTEJQCtLEUxhKjOokW8s0rz1KM0QgFKeSfcRzHSdGUi/nRxBi9I8gB5IBwPdGPKJuH/j9pJfItWBvDr33ly3zurdf4b/+L/4yP3/sBSWkO3ciiqkEp9ocWqQ22rEAqrq9vSUIwXy558eQFn/vCF/jBe++wXq85v7hAKMXN7Q3Prl6w3e5498MP+Jt/63f5+je/weCzis4UBcIWSMBYQ5hcu1KpbDqcfFCZJ5dd4yFm5NCsqjFCMrMly/mM1XLJoRmwL24I4wuii0QibTNw4x2tloz9Hhd7Xn/7Der1POf99AMuDdRVxbyqOGx3DG2HtXkm4kLAufFElwYyvDPETEqYfB+S/HWRMvEg+ezV8s7lTCKpiSHRNm0Gnw4ju21L03QnocQxHiG/TjVaK3bbbRZXSI1QHqUtMQb6vqew+WZnrT2JOSDL8lNzIBlLWdWQYr6l/hKun6qgfPU3fot/4+/9z5jPF9xcX/Ff/mf/dz768D0ev/YG/9a//e9yfnGP58+e8J/+J/9nNrfXAH/h+361lvjE/+X6kmm9KQzEMELykAJKQJQSrQxJh3ybCHmGEbzP4MSJZ+WcQ08E034cabseH/NQNmeBJDxigkwmpAqUsxLnjxnt4LzLoV7WMg4OKbNrd7vdEkN2vVut80YX89cTY8w+BZHnOt77k8Lo2NO1xpJ8boFJKachd25fWClRVqN2ln70GBspYsoUX7KxT2qZsTLDgCBRFQVqIseGlFDKcHZ+PoEqwQ0jWilmi0V+IZKQWrNcLhmGgbquT2DKYRiYzauTiOBlOFXmOskYiT7gU8ynxxDAecQkORUp0Xb7/x97fxar25ae52HPaGb7N6vZe599+mKxiqRE0qJFSbbEiJIs24gcd4EUyL4RjOQivkxuc50AAQIYhg0kMGIIdhCnsY0EuXBsB47hQIItKGpM0SRFsqiqU1Wn2Wc3q/mb2Yw2F9+Yc60jkxTjKgk81JnAxtlnrbX3/tf65xzfGN/3vs9LVoGqaqmbjtl7ZjegjULpjDE1SmeUSsToiprHkhF3tinFNsuZVMygIaCN0Iy10eJCVyNatyjbEN2IbetCTf6t7zatFT6K4qiuG/74n/oniPPIf/6f/EdMbuQcEnaaOHnPxdUVc0z80Z/742grnLhPv/cxP/uP/SGm4Lh68oS277i9veXXv/UtjDU8e/s5WGlbff+TT+j2O378J36c8/m8yqPRWk7Kj/5faY3OhqQEpSIoEsEDjccjx9tbpvOZptFsd3s2Xcu2n8nJM5+PNDozOMfkoaoUdVsx+onP37xE94b9dEHTtFxdXAvj7XTg6uKSi/2W2+CYXUJp2Gw2zLNQquu6KrOUSiTi0dJ08mykmNCokvuTsdrgg+d0OuOcX79X5zx1Lff+ZrslJSSbpZgap2laTx2n40H+vbajbgXCKj8eccyvK0ZRjtV1Tc6Z8/mMS4l2fyEKty/x9fcsKNdPnvHP/PP/I/69f/ff4vPPPuFn/uAf4c/++b/A//bf+F/z5/7lf4X/4j/7j/mVX/oFfu7n/zR/9s//Bf7iv/WvY6z9LT/3e+969PRnMShmIjnNOHcm+IEUZhnChijGRRQRcLNbdylr1rxWa+6CmydSTBK9qw3KaMk1cTM+Tqiqw1QVlZZWw4KbWIaQ3WYPSjGNI1rbIgV25WYW70BT6bJTi2iVsVajspj2UvBM80Tf9yvQUYbyAZWKG3xB18+iJkMrFIbt9gLvJll8VYVSEmtsjAQfRT+JkSyK8TArzeyDhHPVNS6M0l5Lmbprmc4D8zSx6XumeabWlosLQeh776nreh2Cnk4n6rri8uqK8zSKsayu1u+dLD0Oayo0ijA7TKXkZ1nVKCv9y9mNxJxBV6TscX7CWLN6U1JKkoUicidSktmSxspO2GiUMSRf0PcpoVUSYVF0RM5ibgwNKUwQeqjsf+u2enylnFEKTGXQtiMHx5/8J/8pdtsN3//ud3j5yffwKdBsNuyfvcVb77yL1pq7OzHjPXn+nP1+x7e+9S1CjHzjGz/Kd7/3PSHkes/zt5/z4uVLjqcjT5484c3LV3xbKd55911efv45RMlYN5UVD0fTCAGg+DrqTUdMsjExGfrNljg7Djd3+BCZpgN1VXFxeSUkB39BcjPH44lhdpycJybJKdEqcxoHPvrou9iPNW3Tcrm/EKho05DffY+rqyuatsL7imE4M7sRrWGz6YrKSlz8TVuXLJkTTdVS2waNIoeIm4UE7ENknr0gjrTFOU8IDtDivSqbl0Upaa2AJ5cCU1lD07RroYhls6Iri9KqRESwOvmttWLuTYmm70kxCZesxDV8Ga+/56u+efOKf/Nf+1/inUMbicccx4Gv/cg3cPPML/3i3wTgv/xL/zl/5I/+PM+ev8Nut/8tP/fq88/+/n5H/0Cvv/upl3462ePcieAHchITFsW7oHIWL0PkwX0+jJCzLIg+MM0z8zRBWbiUqcpRXcKRUgjUdYvpOtpWUBwxRQFGpoAG2rbHhUBKcgratqLYmWcJnEJnFFHwGdHLztd78cLkSEwO59168y/FZAnh0hT5pTUoBGMRU5ThplYYW4tnJkDtpa0Q0ixMMJ0xupJTi1JYLfJpXVUsHC5dWSpVkYK0CyYv6jQfI6YUjsPhgFKKu7s7gNVnM04ymL16cs3l5SWvXr1iGEa6zYaswBpZ8Ju6YUlonOdZKAHayGtRlq5pUaYiYUlZ8PYhJgmC0rKDXTJXZAGRxcHY0lMJUaCaKovPJUZxxWehSEc/EucDylbEuSXNG4xuftunUnbOQg1wbiYrxRQiV8/f4dnb75LCz/Lik+8RY+Sdt99mnmdefv6KeZSI23c+eJ9v/frfJmqYxxmUYrPd8Pbbb+O9Y7Pb8eF77zNPE61tIGc+/vZ3me5PPHvrGZ+/ecU0COqm6VvBh1gj/DNrSE4SN5VS+OBpjKXd7Xn2/vvszhcEP0hhrRv6RlPXDU1dc3d3hwsB22+o6oqskRjhwz3n04nD3R3zaeD05pb9hbDAKmNo2pqUE9pquk1XTnhJiA4smKFckh9lVhacw80zVdWsPio/zUxeTvsxyJxtGaof7k9st9A0Lbe3txwOh1U1Wdc1fSEKNHVFzjJfSYjqsqtrdCXts5TSuulZC0kjnLAl2iKlJKDKH+o69Q/u+h2VQe8cz99+l//x//R/RkqJ//D/8u/w9NlzXr9+uX5Nzpm72zc8ffqM7e7it/zc772C8qjXpYSCm8OEdyM5O5mlJAFAUkxtGjkCzyWzAx5SDpebShZ2WcgzMrAkawxQ9x11tyXommEcSGiqqsV5h6lkoDvNEy6KCqnv+nVovZq3vKe2VrhiSQqLyom2aUkprJj5tm1Xh/yCXlFKlVNFGRsajVaggsGWr9O2AeWJWTF7wbxoJQP+eY7UtaityEYYWM7LDKWqqdtMjmLG05URVIcxzONITpm2aTidRkJ4yBw/nU6Sytc0xORRSk6A292Oi4uLourOxCjzH20rVFGYiShPMQ6DqMhCQ9NrrNW0bU9WFqUrGeBn2TTIyTIXxMeS6mhLpHOShMEkP++YkpzQgrS8DDIbigSiH9ChJfotpMhveTR5fNcphTIGKisE580G3bSAou0bft/Ta+Zp4vXLV6Ss2F8/YdN0XF5e8tmL71L1LW9f7lEpo4zhyZMnTOPIeB7p244fee99xmEgl7ZQ7AN+nnG3R55fPOH7n37K9ZMn5CmKaEEnptNEypmLq2tybVGICtDnQK5rmqtLqt2GNI2CBqpqCW9jpO07tilKi7aquHrrKVXX4bO0g+/f3PL6sxek2TEPZ2Ja0j8n5mmk6TtccIXlJXPH7bYXZaJSbLciFw8+YBA3/HgexGuCvD/DeWQOmamcIpzzhRKgqOuGw+HENL1ejZrGmHUjscxqlmdYF6BrSolpnhkP91SmEiNtSivKaGl7ee+pouQEmcLY+7Jev+Nz1auXL/jf/K/+F/z0H/hZ/uyf/wv81f/qLxEekTxBEBi2WhAbv/nnfqvrH/1D/zh/8A/941/4WM6Zw/g7fYX/oK/HA/nyewXkCETJjS6ojRQluyQHTwoRlQQpkmSqXvhBGef9ekMmJQtTXVtJYkRowcYY6sri3MRxHqnqhrqRbOxKa2bvqZtaZKxI+E9dEBBLMajrWtz2lQxQc5EBW6NRZM6no2BKiolxyWV3zq07LK3N6pt4jHZRWothsKpBGSkahZskjmgQau+E0hW1rcBo/DwyjhMpSvreOI6Mw4DVgvbY7nakKPG9j70aS3thmfX4ICew/cV+LXymMJpiiKX4aVSWoWxCcTyeqVvBshhr0bpCYXFzQptE19do22JsXZQXMyFMK69pIQsoRQlLk3aYzpR/W4bXCcp7Lz9z4SSAmweUHYjeY/4eTpSMJAJSROs+itx4e3EJKWNt5nD3mjevXuGmmTA7ri8ueff9D3j54gWvb2/pNhUxJ54+eUKcHJeXl9xnqLUlOo/Vho+//V0qY3jv+Ts82V3y7c9/g5uPX7B/+ozoHL/6i78shb6uePL0CVXTgIJTumd/ucdnATg225asMl5lkoJ+s6MSByghRHwG0zTsbIXRYK2i3vQ0uw2qsuSYudzu+eD5O4TzwOn+VsLTyDRdSwgeEwoQNaeyYXrgd6WUVsf+cB6JFE5XVgzngXn2YnjMipQRCGRK4ilpW6ZpYrPZkFJiHEemaWK/33M+n1f6xDRN0hIrczsFhV7hJTpYaUyBoC6+nKqEfwEPQXdF4LBk13+p9MLl+h0XlKXX/4u/8Nf5x/7YnyAEL9TbR1dVVXg3lxzv3/xzv9X1C3/jr/ILf+OvfvHFVTX/wr/0r/5OX+I/2CvD8k4/XgKyUiX0SqET6JhFGVVotCl5VA4oC41pOJ8HYoorbDHiSQqSgrbvIENMudBMNSqJlyQpTW07YvDYLhPnmdkHmrbHYJgmR9N2dE2NnydiEmZQ0/UssalGC//KGMHTZ2O4OxyIMWNCoi0PZGWNnH60JcSAVpqqepjZ/N2cMMGYQFO35BxRunhoUiBnaOqaxljcPDHOjtoYqqojG8lnj86x2V1Sd1uB6AXPcD4JTl7VnA9nhmFYsRd6yYgxRtQ8RonkF5jdDJrS7piJc8LoirrqxLSmNGg50XWbjQgBDPR1X/DnE01uUaQ1uCllSQtMWuF9xJYFIAXPeRoL10nmQ/IzkSJmS7sq5YwPQiBWZPx4RpmBeR6pQkT9di0vClm39P7dNJFLpsbx/p75/sjh7jXTNJJ8QCu4ur4ipcjd/R0vX93wlnpCdoH3rxvevH6DtobPf+3XcMPA3dnx7vsf8vGvfYfkHfabjnG753u/+hHT7PnOR5/xwY9+nY+/+4LROVwMdH3H9fUlz54+JaHpL/bYruLtD98hGUtdG3RSECDVuiykmaQD1Q4aNhilqYymMTLYx0iWeySRW2i6Db6qqCrF7BznccJFCfGqug1K1+hasev35T75YkAaSnHR7SDBXPLstTGloIgEPGcx/k6TzA0XJtnCAgPQKN68er3m6szDSNO2NFYy6513YhRuhWScFdRtjVLLrDRjrDDiQkji9Sr3hcq5YHcUgtngv71v/V1+/T0Lyjd+7Pfxs3/kj/Ef/p//nfVjxhjevH7FP/Izf2j9mFKKq+unvHn9Cu89P/MH/8hv+rnfS5fKpaAoSJShetljRp+wIWOD+EZ0hpiTAPFUQqVMCrJrs3Utw2HnRCVjDZWuSUvUKchx2AiFeJzE8attYNt16Jw4DyOb7Z66bph9pFKKyhiin4k+QVnklMr44GjbmhR8Mf7ZldV1dzhzeXlB3XRiZPSeFCd5eJywi0xdlehevS7mwBdQEwrBw09TYCrxxG0rC/hpnKmNL/JNg4/yPWsjP0OtDM4l6m5Hd3HF5Cb8OBDGEbzDVDNN06yy6OXfXmCAU5gIpIK0lx39EralshTntjfoyjI7T7fpGacZHwNdv4EKfBhRRhGTwrmRSunipWmwOmAUGK0JOWHUAzbFxcBpOMgOVBtUyrS1oGlMzCL7NlZ4XiXYi+gF+eKdtM/4zdeOZedrkQTBbCtUncjRQ6w4EsVkOpzx08T5dOKD997ndLjDjwOvX7+k73dMY6IOoE6J4/dekXPk+KvfwZ2O3EVLx5bWG3LQzK/vefH5gXB05KiY8syv/fJv8LVv/jh/9b/+W/hCOb65OXA6jhzPDtPWjGnmg298yNe+9h4fvvs2G2tENpsgIImJuq4ER6IFXZ9CZJ5zua8UJkq2e0RUeckofIbBy8lGWpEWVENVbzFtQ7fdylwkywIeY1rnfgkgQ103K4trjhLLkDPobGl8WE8eh8OB7XbLdrvlfD5DiMzTzKYVJP7SCs4xrqfB5R5LIeDdTCQTo8PaShzyVUWdLXUj/2byMvSfpoH72zvauuPK1NimBVI5ragvRTGB30FBefHZJ3zw4df58d/303zr13+Fn/3DfxRtDB99+9fp/vk/xx/4R/8wv/Tf/Nf83B//J7i/u+XVyxfc3rym6ze/6ed+r15iQZEdp84JYiBlaWsoHqJ+tTFkNN4ncpZFKassiJWy49cZ5snjxlE6aWppKcnHvRfUyXLT182Gy8srclacjkdsXQxVKYkmvnTjZLguD5q1lnGeVqTKcqRv25aqqkvE6Vz8FWb1yiyZKEtbYCWmlo/J3ydI+nPJpnBuwquMUpm6qbC2wuiM0Xn15ficaWpbolk1ttYM04SOmqZvINRk55hHkVdvNpsV8bHE8w7DwH6/5/r6Gk9kdo62tcQoWRxd10uOfZiJKVMpUWHVtkIZiwsCm6yaSt4TSlhY8ViAZhwHaivtzOX9kre+wAVtxTwbkWk3mhwiYxwxStPYCls3ZJVLcaCowrJEBCcHMfDbGtrKblVrTV3VGAVuiiv1eOkkALzz9jukmPj17/w6237Dy1cvefu9DxjPA+89fxsTAv7unjEEwt1ZZhTBc3xzQ2cqrFbE84Q2Na2xGAyH88AwTPz6r/06773/Ab/8rV9D15ZPb98wEyAYksqc/IBLjhgmLjc9sbbUlaXZb6mbhqRy8VjJaSWmgI+RaRiAXOKhOyDjxxHvXHGUS1RD03VUTUfd9my2O/ptIColXpkiIV+UVssvnRFAZ5afr9ZGnqnZ0bZdgZ2q9VlYFI3LXHOaJrq2Y7/fE0JgHEdpcym9AiQ3JQMmKThPE7aRlqytZF6zPEvTNK2g1aVlLEh8uUf2lwZtlXQllpvlS3D9PQvK+XTk//Z//T/wT/2Zf4F/7n/453nx6cf8+//eX8R7z3/wf/qL/Jl/7s/xT/8z/yIvP/+M//t/8H8ERG3zW33u9+qliqExhxk3nclhIqcghFFVpJ7GkryT2atYqwoeQlRATSOoEl+GicZoTPFHjKNnHGfcHKiqRsAv5c80XVvMUx6lZe4Rg5gWY3l1Wiuii1hjJVCrRJIuULzl95eXlwA4N60PlC4E2a5wipwT49hjU9fCNVo8H+rRAH/5CS2tMWMM3kWSyhitJLc7RabRoTXUxpB0ZrPdMLqR0/lMrSRQi7ZFR/CjtLiWweaSITGOI6apqDYNeZ7LCU8Vw6N4fCpbE2IiRDHihZigLKCmamjalslN5CxzH4FkTrStwVgrdOJQsBrl+1tOSHVds1U7fBA1UU4Z7yeMUpgOrKqL4z2VCOJywg0TyQ3EMPI7dSLkIgqYZyfQzSJKOMZUSLs1x3txc798+VI6Czc3qJipyHz2rd+gnR3+9h4GD0HginFyXG16xrtbUBFlFSZk5hhQCcbzyHieef/6KZuLCz6/fcmUIk0MPN3tef36FZnEcDwRJuGz1aYn5YQJma6XImKNldNJTkiUgiaoiJ9nUBmjEfXVMDJPAi3VtqLdbKmaFm0rqrrFNg2maUXireTE/EDZFphjCAGrBEdvjMh7Y0xoZfA+EMKZmDU3N7frPR9j5Pb2lnEc6fue7XZL13Yr8HIRhSxt37lkBdVNja1r3nr+nISYfkMITAUwuWw+ludoCb3L6HUm084ztTaYbH5rDM/vwut3NEP57kd/5zf1kLz47BP+3X/73/xN/8xv97nfK1d+9N+cE5pAdCNxHtDJifeEWGYHD/MFyZFfFFxyLagFRZHYGkO2FpXVeuPGmGjbDmuLubGqcN6jjMNYjTaG4+lM0/ZcXj9hzhRInTjBm7omIi2F0+Gwzj2WglDXIppYbnTvHc5N6ylgeXAWnL0vIoJFU/8YCiga/Y4QvAwly3OhlSaWwWT0HjcLqdaoTFNVGKPxbhZ5bvTYxkJWJOdo6wYTI2nyRK3La/SrK/p4PBZjmyNZyWyfplmKaDF3hpDpNi0ZQ0jl9GhrlDJMs2MYZ7KWWUmOkHWmqiwZzTwPgrDPmVh2ro/z3nORfldVizGRs4/E5KV4pMQ4imotK4tSSbwoMZB1gmrATyem8z12/3wNWwIeFeVH914xwE7DsPoglvdhu90QvOfVq9eM5zP39/ecDgfefvsdkjE83V/SW8vHn3zMO03PJ3cfU1GRdAUpMg4j33znbV7f3dNaS9aW3FrG88Q0O2YXOIbIr/3G3+GD3/djfPTqU1zOTCmiqwofisgDRa2NJGI+vaTre2zTYkwlswRTCd2hPAUpRZq2oq6kVTgNZ6LzzOez0LCbWqTyuz22qsWo23Qyn0ORnXhIsqRnobUEcFWVPD86g5tmxnnmfD6vz5RSmnGciGjGcSwpjM26QVm8TcP9Ea01m82GvigPl9aZ1pq+78sJv0LXMo/RlUXHyDTNoszjIQBsee6NMTjvoRSW5US1fE3Kee0w/G6/vpzumd8N1+NhWZasi5gcYZ5Q0aFSICRHziUaNooUN2ch1cYoIVcUZYopDulYZLDLLilH+UfqusHazHCeAEW33TD7IDe2rTkNAz5kqkrkoUoppkEWwKZpmWZHXTXrju18PrPfboElvMqtUkagzFRc6S/nVem1tLWcc+sNvjiFl2hUUBjk6621nM4HttsNtjKknKitzIxMrVFVjSLhJ1F5VVbAi8l5iIqYI6aR1kguvpxFar0kSi4embXA0DMNjrZr8S7iidS1eHacE7ikslXhLGlCAlQWE16SHb/83QlTC2Aw5IdWlNJqbbMtrb7ldUhLIwEiXMjRC0MtyQB2diNK11RWUe4EcnIQJ6I/4ccDwXvqRwXli+RZUXepdafdUF9f4+eJ+9s3ZRHt+Pz+vrRR5ITSdT3TOHJ3GvCHM289eUY4HOif9YRpImvDjMKliJ8nmqam0oZGGaKxRK3xhzNTjDhgipHx/oD9/BVPn7/Npy8+5nAauGuOxCRhaRfbd7m+uOL66oqm76m6FoXEAWgjajiVEXMoSRR9xsomLAd8ilSVga5hVhlT17SbLbZpJVDLyvuIrcqMZIlpNsQUVkFJSkr4cEGST6fJ4VxAa4P3jvP5XOTvdlVejePIZrORE9/xKMUazXA44Jwo4xYfWVWJK97NM8P5LMrCusI2NbbMcpq2KXHPao2BWDaKVVXR1BW66mja5gv2gaWofFlOKV8VlB/CtWi9oneSwhf9il2JyRNTkB58kqN9jJQsDVNmJKI/TyU8yzlXZi/Fba0USgVOx6Ek05Wd1Ha3uuK9D+z3l2gjGQ3n44moDZtNj1IP8trKWo7nM23brS2jpW3Vti3n8xlrDTFKC6zrOsbxgV+0oLmXXvCio19OOqfTSQKwUqKu5bWehxMpRdwcqRs5DVXWlOyKKBgMbYUnriAEcTgv02mFwvuZ8/lEVcyE2cvDtqTiKaXo+57D4SD4ipzR2tJ1W1E8pYzWBq2tKHzQGF3hnWcOkabtiDlTNQ11bsQHpJTseOcJVf4/poxWpuBF7PozhIcZVUZaKYrSMrOBmD3WyvcR8kBdGawJqBSwtYAioxMydYrxt7rV1itnUdJJy0hQJ7YscMfjUcgF3osa0xj6tuV0OsuJdbPj8OY1OjjyPOFj5JwUtwmcFZQOZaGUO1vaXUc3MRAZcmKIgSlqvvv9j/m5n/9j3N/fEMPMze0tbhp5dnnB06trNm0ngWcKTGXJoRB0E6Qowumc5eec3ASTpH8arckpkpTi8ukVCgVVTao6lDZgLbquy4YgkxJkpQXKmRUmUzxCWdppCEX45uaOUykQvrRpd9s9N3e3WC3mxwUzs5w8QHhbIas1G+jFixdlziPOeOccCjlNGCuFXln5szKHidhaopGXjy2GYecctjZE74U71ywzu3Iq0frLMkL5qqD8INfj0ak8Jkmw5kucbwwFwphIpaCgFDFKe8RovX7ex0Rw/uE0kA0qBSk4UZGzAAvdLKeJbdeVYuCo6p6u6+Tm9BNVeZjk5hVIorE1aIXzksFitV1PG0vvfykOcuKIbDYbQpAb23u/nlYeUh/n1ei1PGjGGIw1hDmvu2hjjAQO5ShKMwoOXxfqsBfMu1EarSVQTGkxlZuCdqm7nlop5vNJgpuUK4qdmmme6dqWDOz2UmRVBmsrttt2fYckpa+Rk0mGyhjq1vD6s8/xMfH02VtYK3kqMWRsbWiampjkdCICigIVRK+7TWvtI3FCwmiL1gZFIkVDoepIH79p8IXxZIsMmRwEYx9O0JwlI2e5x5aW2vIBJfypVP4OpTQhigBhyR85nU5i9jwcOJ8HSSnsem5ubnAh8/ytt5g++oiuaTgeD9ydj9xS8SZp2NbUVpFKAVA5MznPwc2c5pHDPHFwEyfv8MqyMS191/HTv++n+M63f53bmxv2+z0fvPc+T66u2G769X4RAUQrC2kI5TmIKJ0loXQYqMYBHxyqbakrS8iJKThJXMypON8lHC5liCnhUyzkZ9A5r/OyZbGOMTKOI8PxxHA6E2Mq+S4nTDF27rY7UikiS7vpsT9kmmYqpVfsy8XFBVDsEAUSWldViUeQe14bQ9U2oErkdikgS9t4ied23hOiIhDZ7HZUZaOyPJ855QJe/fu1kv3wrq8Kyg9wLbknOSdSdKic0DmSohBqjSq7pxBEY25gnkdynNEEyIEcg7C7UiaGiFEaVR5k0rzegBnpMacsTCylwOSy6saMMQK4s8bK5zSQA5pKJJpKlDTj6Yyta6b5TKwtTd2jqxpddWRlULYRPIypaSrhI9VNS/SChPfzTG01vhSP5dSyHNOXAaPWQSJOjfSxc070XUdK0nIzGkxtUcV8GdyEVpkwy+klBofOiphFd62toelE2RW9Jzspsl4n5hxoKsHObK4umWaJVI4pYaqKuuuIKREU2K4hZDGyjUXd07YtwTvG4Uy1M7StBJeFYpJsymxpMZ5pIy1O5wNzkJx7Yys5jShN4fpjdJaQK6eIPuKTR5sKXckCmHIlsyKlyDni4xGnX7FzZ7q0IRevkzGVDOBRq/hDabBKk5XGzwlI2MqIORNDDpnhNFHXLfvtDjfPKG3pLzrsxZ4bU6HaHTf3Z14kxTF4hpzJLlJVLWNwmMaSR4fzgbvjyGFwnEbB4CSVMbUiZc+v/erf5ps/8iOEs+OqMnzt7ae889YVT59e8fT5U7rdhqbtyGiUNUBGZ4UikJMnzo40DxAmUpyg4IAwClWyb5q+RukKpaRVqZQiBZGAS4uxGBOz7O5TjqgSZXA+njgdj9ze3zPPs/DfQsAaQ9203NzfEmPk4uJC0kX7DeM8Mw4yyzuPQ9kERfTphNaKpqq42O+4vLiQVnUK3B7OGCtcPZ8SdVPTpkS36emamqwUwyD4+6ZtmZ1H2wpjpJWnbCOR1UZjaxnsa2tksvolKCbwVUH5wa4iLRUYZHk4UoAURcOVlRislJadlJ8JfkIrcdMTIzovul5BkSglXpOUQuH/ROlJF3NWLkiLXNz2yy53IedmhSQ7WgHSRT+Dll1ynB1NI/3erm/ENKYVIUGta0LOJKVJSkv+hDY0bU8KnqoVOXPOkRyl9aPywwB+OcKvRkdKZj0C51vmDFVVl5mTzI+0lowUrUuiI8LEUhj8PEvLD8vsgxTAzZb72zdUfU3wAec8tq3BapJXYC2NrmB2zM7jYsTUNcE7PLkMRg3BJ7ZdX/AyDedzkIyZvpN2ipYW3+l4pOu69QRirRVjo5R1kX4bI2BBLxym6E+SUmk1CslXmZXEDo/jLP1yJfj+HMH7hHMDlW3QSUK3/DwQEhhbSYjX0ljNFPqCJFym4JndRIiO8yg7cI2WnPpy/8WUGWfH5fUT+utLJhLffvUafRyIhzO3STF5R8iJMAZ8I6fXuqqYRsdpmrgfRu7PA4MbcUQunz6h2W4Yp4nD3S2ffc/wox98iJlv+eDtZ7z73nOePLui6VvqthbWW4aISK5REVKQFFM/EcYTfjyj4ywMunnG1B3NZo+pO7Tt0KZGmWZVJgIY0vpeueCISRIQc0q4aWYeB86nA7c3N5zGgXEW31Imc3888PrmDUop9rsdXdOw5NyM51FO59pibIP3gbqp0UbRVJa+rctGKhY6QiAhMdK7rl1PIEZrovNUXYet5b7yIZKVom46ERUYKxEKSjOMI+p4oOo66n5TTqZ5fZZ+t19fFZQf6PoiJiNn6etrRD8uslJRcYSUytDWkqKXRZS06uJVmQ2AJgbBP8yFjJtY2kAGW1ArqNIzN5aYwHtHylrw9o3gG2TnLO2YeZqwVU30Mvc4z2dMXdE0LeQKpTTOzdKCWVpSCuq6YvQzVV3j3SSae+8xVVPUbXlt+yxH+RCCtPOKrHbhgQFl1rEhx5kwj1gruy9jLZAk016DUdD1PcM4UBf9vptlMd72Gw738loEyd8KO0tZ5tnTd8JxOp3PjONIXVp6yjxkUIhsNK5myK7rAEoCINRNuyrZjsfjSjMex4GUPHVT0TRdaYmJSzGExOwd0+zx3lFXlovdFqM1trQG53kmj1aAgqG0VmYHpT+fcibHxDSOuJDY7vZCrmHJt4RFgh18KKdfIGWmYeT29pbhPKwFfhFPLJ6lZrvh+9/5iOPdHRfRknwghyibERLMEYYZlRAZ7enMq+ORXFuunj/jPFgskZAiw+lIihE/O85o/sh/7+eYp9dcXO1565232V9dYhrJizfGQmn9xhQhepk1hhk3D4WsHQABoKK0zBBtRdv3cr8poW0vi+sysF6+P8ozNE8zvrS6jFnuQ9nMZKWZprlw7SQ9VBBDwtgyWt5Hay26nEDnaeJwPKK0PA/77UYSSGPAauj7lq7rsK0qz5Fb21sLtiXlRIsoNF3yxJypa/nZqGIOruqWftvTd906u/myXV8VlB/i9cDgyuXGl2tBP2itiwu8gORCKI5etRqqUkp4FwThkFix9QSJLK2sOOu7bkuIArbLBecRc6KqK5Qx6w2rtGDhFxwFWbwPMWZa25BRVLYmJTF4bTZdybkXTErKqRjAMm52NG1F9iXFrjzAqRTL5TLGUGm1Iu2X+c7Dz0IUWlrJ3EhbS4ieqq4IUXaZKUUMmqquSDkRXWSeJnIItG3NptsyTRM5y89LaYFgzrNjLNnfkOVrEIzNOmdIEVupVW5sjGSKL1nkS6FcuGcxSpvOOUddV2uRhsUoR2nvVWQFc8wMhwOnk5wkdtsOlC7fZ5AC0nUrfNFoTWUb3Djh3YlpGHBR3qNNL0q8kjgsv0dhlCJrTVSS2TGeB47399zf3XE+HBiGgdPpBMDr16/XmZpJifFw4tnugj/wtW/yrb/5i4xvbiEnXIoCCp0CfpYT5ovjmdfTyFRVsNtAsFhtyN5BSuy7ll3T8vzyCpM9P/pj3yDkwGa/o+k7ISBoyb8JMWKsQSPPR06B4Gbx6+Qop+isabotpmqxbUe33WPqlkihUCwneh6k04tkO+e8Qk2ttSXbpnhD6gZ0RVVLMuPpdPsAOk2Zw/GESpmL/U5Q896xFO5lBpizZAVBmYcZvc5nUsokbWmadhWzLAN4KRyWaZqoa7lfFlk+StMUg6MxFmssVdm8fBmvrwrKD+FaWj1kQ8jSsslFeVS+Qh4qo1FRDIs5y4Dc6IKJKF87T14Q2jGireBCUgwoI2RZwVvXoDV+FjprbQ1JecGdtI3ssKoKrYV7lFEYayXS11rmaWK73aKMhaxxLtA0NVpZQJUseIMiM40TlVYlR14evgUQucA+Fz/GostfFnPJX3kAXi5D7IygybtNjzMON48iwc2Ztpd4hBgjk3eQM7USnEsMgWwUbprpugY5bNjSMTRFWl2XJEdD329KBou43SXVUovXxXvati3Y+rwWF1EGLadJs86EFjmpUoqq1lSVgC9zSZ1EC8Sz7Vq4MGx3e8bTSRbNmIUcnWQOEkMg+iCZHEpLuNPsOB1OhFqhXr7i4skzhtFxff304T4ryi75vfzKOcspwTncLIRm7z2Hw4Hjo3bd6XSi73t2bccc3nB9dcW710940TRs20YCqFwqLcHMOQQSmhfTzE0IOCKMiawzMXq6ymJS5qpvef7kmrefPqVrNU+fP8M0FW3fiWenoOxTSsTgidGhc5J2nZuIfpKTL5msFFlbdFVTtT3t9oK626Krttz/SgLSyqn+8SZGKQU5lZMHa9ia824dmoeY+f4nn/Lq5StUQafI+yqzJzIcTyeqqqZtWmwFaDGzaiNAVpQAUFPO6/0sDC8Js1vuE2MM+/1+/d7btiMhoEqlLcM045wHZajqmrauqWqJJhZTaiOgyC+JXHi5viooP8BVDh7ShtBa+tuPDEsp8qACShUpCv1WfByyI9eIAkTQIWecC1hTFwhhIbLGiFKmuG5bfExk58tDaxlnx/Zij60axtmvctvl9LJE05I1o3Ml91tLWy7IYmpNhdaWlMCaWsa/xXvhQ6SyMr8RNYuYDR9Tfh8bHq21q5N8cS0vCzNQSNQRmzSmMqigUVmTsogSmrYhRC2xuFBOKA6iuK+rulpbGMEnGXDOnpyVeG0aWWiqyuKKRwWKT0RJcuTSzlpS9+Shb+V7KtkVS8TrAgdcvkfvPdM0oLShbjuqpn3kE5BZ2P7ikr7vCW4meif/HQacD1groV4zBtlLGOZRHOXjqJhevWJ0UU6N77zH7iKhVOEQl6JiJKAeP2dOxxOnwwE/TRwPB+7u7lYFUwiBFy9ekFKia1tOt7e0wPOLCw6vXjEfj9Rase87TKVRtSjqPj0eiLbm4+HMhMAnU/JkMp2xNFrz7PqCpxdbnr/1jLeeP2F/eYFqLPvrq4LsV4UsUHD/OcvsRGWSd0zjGR09VhXJNRrTbLB1S9W02KYH26CrBrSVtlwUleJyalw2M8vJN0QJsUsh4r0o3s7nM3e3dwxTwOiKrtsIUUFbFBrvAtZUpJyptCGGyOk8Ms4OZSuatkOG/pGmEfNn8IFN14oo4Oxpmlb+7bJ5Wu6v5XSSYkRZmaXWVpfnU+7T5Xto6kYKmbFlVpYeyN7kL0Vx+aqg/BCvZddijIX40APVWtoTsMSjVrRNA0l2qjlJWtwyc0gpYky1zmG0tqQMzntiUnTdRnZDdU1IkaZr0cYwTCMZTb/pJdzKOSQCuMFWFafTwDTNtG0vJ5YslaepW+Y5FOqwwVpV5MwZrTSzn2iqTlRoTVX8D3p9zYuhcDFsGWPw87QW03meS9tBECni50gM40TXNlRNTVRAVoVqLNLLnEUcMJ+ldRNCIHtP8jLU7DuDMRbvU2nZechG/A02Y22Fj5G2bXBlEVJKUTcSmPUYIb60LuT1FarwI6bTwuwSD44QY01pjznnQCWqGirTEKIM4qu6FVR+0+AmS+ecYNa9IziP1RVaGUJw4gRPiWkauPnsBfsp0PVbwZDEJLI9tRhzFOSMm2ZOhyOnw4Gb1ze8fvmKeRJaLsjm5uXLl4QQ2O12/ORP/iTnzz9nGzJpnLi7O+OnkXefP6fqG96cjtyFkVHBb7x5QXP1jHurwYg6q9KaNmUqFG9fX/HO02suLzY8fX7N9fMr+ssdVd9iuwYVFhOqzCZClNO40jLEVgjDbBzPxHnCGmi7nZxMNltM1aBrCTjL2pKVAbUM4PV6IoYHs20qM8wQInOJP0hFOrxI7H0UqfXiw1pOO23TCn3CaNzsOQ8D0+zJaub16zdcXV/Tdx22MrhppO+LHD1nQgxUVcJYMdouM53T6bQ662UQpmizeGZilCbegrLv+56mbSSkLEvLVysJt/uyKLzgq4LyQ710yQLJWhNyXnvxS0Kb7DwiubR9lmKitGKenQzwtZGWFQs+QpFIzMNYzJB2jQZIxTWdYiIUoq9SMDmBH1rbyPyDzDzNkuFe0PNV1XB7OHN99VbR6ivatkM2vhmfZLgey4xAa9ldVVVFCoGYcolKfUhxfOxF0VqjHqUZLkNKyUwRw6bzE3VdUWlN1IqcFHVTM40jiUBtK0IpVDmKwiqGICmF44xWS89ahuzT6HDOr16FuhHZpSm4lKqq1p9X4sGo+ThFTyS8CucED9O2wkmLMWCMZbPpSUlif8UoKU77lCI6JiqlsKYipkT0nhgcZBl6V3VDVdW4WRY7rQybzVZoCOU+OZ0GTvkeF6GuT3zjm2dySXpccjJyyoRZUgdTlL/bzROh3E+L2XMBGy4GzJ/6qZ9iuH6Ce/mawyefU7vIh++/zztvv8MYHNMn3+M7L17x8emeUPVEDaPR7DYt1sB0PtBieP70Gd/44EOeXe3oNg3dvqXua5ptR7XpmIOnshU5Shy20hqLRbB1QQbmXoyA0rYTB7vSMoSv234tJMoUBWPxERnzsGQtrcmU5b+xSNJzlJOkNQZJ4DTr/Xc8DAzjuM6U2lbEF0o/MLOquuLiYg+HE2234TxNnE5izt1fbNluN5Jdo6XNtmyUdhf79d9bsuK32628zpQwlSligYy2VtSapWVpH6H2H/tPss6Csv+SFJavCsoPcD0kqykwFVQtTlt8zgQUlVaomEgk0AprG4KKpGCgalARSAk/jMSsRJufkSTFXG6knJlHxzx6Li6vqJqW2YfSgpDdX1aSpYLWpT0myiqUAOdEdqzQtqFteppuwzA7TNVK8UM0/9pKQcqCFSO6iCrCgJQVtpLdd8pLqJZfj/bLbnFpgVVVwzROZdGVAkJOuCIRrq0hY4lzoO4kitfHQF2JTDO7RE7yM0tZ40LG5xmvBKbZ1y3OeVKSonB1tWGaRnHwA0nD6MVwObp5bWctDDFyhioRfRAy8ii5Fs67Er4VmEaHd1MxZWamcVhPOJmM0oGm66nqhphlFiY04khG4eZZBJ/GYNstqt6wweCLqikfbqg01FWHNpo5Jg7ngZvTJ2zGkeunb5FiIISCPy8n2BgTWRuqpqHxrrQsNVaDKYNiYwz39/drW/Lu7o7PXrzg2bbHHSyBRF9bWlvx+aef8Ppwx8vDHZ/cHngZAptK02vYNoarbcemrng5nuhreOvtPRfPttTbnqrvSLWh3lzRtBdE3QimXdfk7Jn9VNpAihg8OjpSOZFNw0hWhm5zSds2NJs9ur0gqxowkBQqZqyWsLKYElEpktJknVFGkVxgHI6Mw0AMCT+HNcSqqWratiHFreCGJkfTV5haTtcxZcbgqJuW2lrO3lFlEa8cTydiDLjxzK7bYFOkqTWNhm3Xojcd3s0opLWqteHu9Q1Kay4uLmn7luvra1QxN+6LciuEhFayoayNQZPQKeKnEVM3xRpgsFVAVxGdrWxevgTtLviqoPxAl1qhK9IHz9qibQ1Ni06O6AdyyRlHlyjYshAorRgmT/ShROQaUaggmfMhCCDOh8hwHqialqZtpTCUIfPsHCln+k0nLa7ZUbcdtmqEzIsmK4NzgZQV/WbL/uIJ4zQzu0i/2+O8x4cyV6kKdTiJ3FQjEcLWGhl2FhhfSqVXXKTAS6rjF2TDSJTpMldaBuHGgPczbbWlrVtCcMyToF+srQgxiCInljx2reiaToCDpiKrIKe80jdfFs9xHKhrkR6L01zggFmLAS6U1zjPM32zY56j/OzzRN211HVFVkJJtsbgpllghU2NkHE11hTFV5kPUYyrTcqgZbiLVuAjGENb+E0pa5StJPDKNtRthwsBUmA4HWAjXpGqaSQ8ajpgqppp3DJPAz54VPDYRmgAuqjMUvSS1Lkm/7mCWwm0rUhZl1nK1dUVH33nO3zHTYTjkQ9213z6vc+5bDqyAnuxp6s0p1cv8Whm56iMZt811CrjxoGuaXj7nQveevcJzb7GtBXNfku/3dF1e6wRaS+ZAs/05Fz8MjkT/USezoUcsODjtQzcbYu2LZha5O+5wPKShNMpIMeIp1AnhF+EIuOd43w6ElwgByEMB2uJtdyfi+H2+moPKnMaBvrNBh8jWldiINSa4LMYeG3FZrtlHAbm88imZA658UwOglbq+15MpKWVa60luMTsHNMwiBjBGPpW6NUohdEVWYeVaGCNeK2MMUznM7rpQWmMjSwzk8e/vgzXVwXlh3hpJZ4I0+2YoyMM0vfWRqOyEdc3rEP5nCVvY8laaIomPRaUhg8B5+UG7Pu+eDtkriFsKsVutyNm8U/YRrhCAp+UFkJKBUBX91zsLxjGkfvDkabbrKyixwjteZ6x5ci+SIJTed1rpkthiaXSAnscZbou2m1fAHhOzFxFUZNSoLIVvqjBZHDsZPFuG5yTtkVdNeSYGIYzVluauoUQcPMkVIGYVzmz1gJkbJqGYRjE8zOLv6DuW2IcGYeZ66un3B/usbrCmIZxmuiMnCystcSc6boODeQogoLj8SihSEXKKTkkEmucsszGyjwYYyRfJc6eWBYxYpYUzarCWEHk5+mCeRzQpkhGjUaX02jbtmi3nHwFSRJ8QJlSUEorVaCGJ+5u7/j85ed8/vnn3N/f4+aZzWaDc25lUgFcX19zOp+Zx4G3Lq+pL5+Q7ge2z9/lwx/5Gq8Od/hPP2bz6gV+HAneo4i4eSAHmfs8e/aEDz54n7ffeZum7djsdjRNz3Z/IUFYKZFyFD+WVmQ/44YT03AiegkQa6wUbbJ4/8nisRKMimQJLW0feJhHPBCdExTRRApSPGtr2fQbZj3jRnHOO+eKzFvaSsLaSuy6mq42EsylDWjDMM7EJC2s83niHM5UWtO1Hf1Vu/4Md7s9dW3X52KRB1dVJXERtUQTKKXouw5TV6u02RrLPJ4YhgEQ2fA6jC8tyhgjRovqy1qL0QvWni9ynn4XX18VlB/oerCaybDUYKsW5RqmpKUltvRFYxkYFlYWZHEie8Fj26LXX3q90zTJSSRnttut4BxCAFUyQNoGW+Bz9/f3aGNpi9JEa4W1YtryMa9FY5xGTqcS7GMtrpwMHqtSlpAtxULxVZApAMmH17c85MB6KlmkuN57vHs4vSx972VXmohEF9eBqNYaXU4w8neJZ6HrNkQfOB5PRSasqKtWEiiRCACtNW4O9H2Nm0XFM/mJ1tbEmPEu0LUb7qZbnAvsthcc749sNntO5zPn8wBGs9nvoMyM5tlRVxWXl5eldy6txXmepbAki60stqpRxpZ2o6jklFaY3qKMLbwyOU3KKc2iu46LJ88Yx4H715+TI1xYyZaxRgx5GYt3XoQWw1l+hqWnro0ieMGh393f8+LFC25ublcxxDTNeOe5vRWfxULDtdby2WefcXNzy+HJmf3+ilfBcXz1Gf7pHl8pvn2+hdbSporDeIIUOB/vaauKp08u+fqPfMiP/ujXNrGIzgAAu/JJREFUuX56RdN2tF1PRhfOj5Jhcgh4L8q28XzizeuXhHleMTyhsquPR7xIWrwqtpYUylJMlmdhmScsC2sMhdycAiTBDSVbYbXGy1aAaZo4Ho8A62ag6zqm8z06efq6Qmlb5jUdtdXMzjO6QGgapjQxjiM5ZdqLS3bbrVCwrXAal9yZL8riDVUlxtTHRcxk+VgMEWuqLxC9F/Xj42cKJS1mYYHpIof+ooH6d/P1VUH5ga9l67AocGqUqlFUQHHpwiq5XXY24jwf1qFpQuYnwIqPMHWNCnF1cYcQ8NHTNvL/WkuIVYyR7f5CnNzngd2uXxdqyWtvqOqKcZZTQFU1nMZ5Xfy70t89Ho8459htt0zjQCw7vOWhqap67ck/3kUuD8/jDAd5aB5OOcbqUqBYB/PyvctipFCS2ucdta2IPuAJbDZbbueZ4TwUf7QYCNd2Y4ZxnFazWFVVtMXlnnNmmubipm84n89cXl5iSyLlbrfj7v5eVFFaSV5HVeFncbT3fc/l5eU63F5UYkAZAs9k5WnQaCvQz5SzxDsDXdfR1A05y+nNZFGe9bsr3no34aaJMA7MztH1hVo7T9y8mWhGT9Vu+PzlS34seHSIJS5Yrbv1WEyj7733Lq8//5Tj/S3WGqZx+oIZs+s6NpsNP/mTP8m3vvUb/O1f/VXu7w5876OP2Gw3/JVf/UWyNRyngXQeSbNjHAashotdz5PrS37ix77J1772If22l2hlaxCRoHgyEuC8ZNwf7u+4v71hOB15/fJzuqamriuapqbpezbbrcjYy+yvqipMVZfi+2AmXLJBlgUXpYg+lHaaK9HHBeGTYRwGbm7uV6nw4j9ZKA3b1lJXhia11I0mRSVzMYAsAVnjOMocsxSFaRyFXI1EeBujVm+PtGnll0KRyim5aRowhgXpuRQ1zUO653K6X4rdUqBWdl+m0Lj50rS74KuC8gNc+eG/6xuuUdqiVIVWtbRE/q7dhezWo6hcijHKGCMPSkzEkizX9R0xQV9orVkpQcvX7Wq4W04F1lrapuE0DvRdD5QFL+ZykpFdkjHie5jnGW3MmsK4FI0lA6Kqa84xrq2sXHZdS3tq+diCvF9VKeV7NcbgRveAP198AhSceEGCmFbjvWReyOdlsTyfB2pd4UJA1xW73QW3N69prCl/XjNNbsXjG1MJDbYSU6e24pMBEU7Ms0drQ9uKdLprOs7ngZgSFxf7VVI8zfPqjs+lDdl1HX3ff8HzEFJY30tVUgflRCHGzNbWxFLQY5TZD8BCwM3Wsr14wjvvO9589rEUWDLkRE4Ra2ruD/fU3RuOh4NkmyOel27TseSkL62VMENd1ex2O8bzwDhM60Zjs9nwEz/xEzx9+pS2bXn7refEeeZ4OhGi53A64O7eEIrsFh/o6orLfc/lRU/1Ix/w/nvv8LUP36drW5QGtGTCoDXKiBBknGZu7+743kff58WnnzFPA7tNz/3dvcwR6pq6tuwzaCsCEp0yKiaqRuYoSj8EUC330eNZmVKqMLom3DxhFBwPt4RCva6sJSUJw5qmiRDCipgX+W1CmUqAkyESfeL+eGJyInqYg0jHY4hYpURlaKvynidSDDgnysbdbic+oxDYbDay6UvS9lsMnWglrT9kgxWLSGS/368nsLZt19fY7nbsdnvZ2Fj7qPnxVUH5h+R6XCyWnAcNWYaNaXEyl4dCKYUympw0IctitxQUUySOlbUYJKuhaSX9bnauzA0irX0I6RmGAe88pmmYynDPVrYsOLnIKQPW1qScCD6SkBztEDwJtZ5OluG27JKFcmyNIgS/tszq2nI+z+uRfZkrLL365XVprZndXHIiAk1ji3VCio4t/04IEWOEwCrOYLVmrLizKymQCTL0/Zb72xvJUdEyDA8hU1WKpmkZx4lxnNjt9qJCy7qEfWW2ux3jMJSUPREP7HY7Xnz+OSEGmr6TBzjL8H4uyq/FYV5VFV3X0XXdg1hBa7SxUExodV1ja5lFBe9FPRdEDFHVBrMgW4wla8kbefb2u7TW8ObFZ6SUJa/8Ys/50zdkXXF/f2AYR77z7e/woz/WUHcb6lZC0qq64vrJE8I08vmn3wf1gMGZpkmotmUTYYzhl3/5l9Fa84d++qf47/+pP8F3PvqIfVNxf7gXY22Moj4yULcNlxc7vvmNHyX6meurCy72O6w1ZCtcMrQmkvHzzPE08PnLV/z6r3+LTz55xTw5zucjH7z/HsfDyOE0sd9u6fuWrA+gxOC7SGy9D1jri1RYnqnHp/nVWBoTKkuba44JFyTF8zCMvLp9SYhyAnz69Cl3d3dfmFcsrSWUYowIUj4mhjlwdxDmm/eOpqm52O15cn1NW9XEgp3vNz1tV4sps7yeJb7h7u6uzA23hLIRM1U5vTS1pDEC5Li+L0so13r6RZObnn6zXZ+hL+P1VUH5Aa78hUlZJkfZcaUQSSE97MxzYQwh7ldypq4rZufXozNNRkVRrCyLg5gTPaZSjMNYon9Fvz57yQOp6pq6aYgh0vYtOckD6b1DazE1pjIYjEkeZKUtzs1cPnm23rjOOTabzRdyGJSVnnbfd0XZZEr2h3zHS8jWNE2r1wEeTiRaS0Ha7zf44Ejpgay8PDSp7PalJaQFGx8jdV3hZ09lNNH7grlvmKeJymrarhfDZM6czsPKCxvHCVNXKCUnt2EYGM4Ddd1wOJzY7XaAFNDdbsfN3S0xZ3bVBXVdgfeoyspOs1Bsz+czzjuaWvIrTPVIwRZFuae1FkDjOEFMsnHI0LRded8j3iVCmnBZsW1rmlpzeXmFSpH72zvauubt589pvn3k+5+94v2v7fj440+oug3XT99if3mJQiKJjeqZiQxeCndb2qLaGHa7HU+fPhUVYFmY7+7u2Gw2/J3f+BZff/cdfuKbX+f5k0tu3rzhdDjQ2Zqmqrn3E7qXRfXt529xOtyz323o2gatgapCld1z8J7zOPO973+PTz7+lI8/+YTb+5lxmAjecXc4o6i4O55wES4yTH5ijonZR3xMtM2M0prrqysubYOPowztYT31ptLeS0kIwk1dkVLkfDpBFgBk1zS8ubvn5vZA3294+vQp92WhL48nUYlHdJxmhnFknBxZadrNnqrdMI9HyJFpnhiHgeaiYrvd4EskdtNUtF0jPqaU8EE8Nb4knnonXqNl82HrCl3mKkYbgjuvLn8KwcI5J6mq5bkJIRS6xVcF5R++S0nQzzpF0RH8SPIHVDyhER5XdmFlL8WQqAtSPCXJ61DGoJRhGgfSYgCMCe8iZIWPnhwzVaNpKkNOHmKkqVtyhrbqOI8zfgr0m5YEHF2kbWusktwPpSxGSVHzfoQUMYqibDnJQmU0mUxwM9qCrQ3KStDSeRrpNxsm5zCVKKTq0gtedn9Lb1iG64K6X3wRbvbUtQwkg09UWpUFQ1FV4jqexhFjauYwYownJIcLkm8RvScAQQmfbNMKPDCSGZxnd3WNQQq2rirmoiLr+61gNkxFVTUycK8rqsquDuZhGBgOR8xuR11VeCIZafNtdzucc4zjKLkYWqNGjUKG3XXT0LY1OgpORCOQTlVoufN4RulRhs9GM04z5MxUVahWMme67Yak4HweubzcsqsNl5sN5/PEt7/zXVTVstttudjVXF706HaDqS021ai5ot72bPMl+dUL+v0OpQ3jPHF3d4e1Pbf392SlmL3jxZsb+s2GIUWePrmk7mvOpx4rVY86tdRtx6bv6fuaqr4kpUhSWSStCKh0mmVB/vz1az761rf59LMXHI9n3BQEl0Pi7vaG66srZjcX346iqjRTSChdM06OTdfRlbhhayy2anDOlw2XKzENMqsLMXIohOOmsvKzVZkcwwprbOsGN01oYNNvynROCu1hmjgMEze3twzjiDUG0Gz30LUt++4SlWNJFFWk6EhYrp5ekmJkngfIIhluOvEOnc9nKqu5Pxy4uTvQb7b4FHEp0nattK+MhhTpGovRHd5HstIobTB1TbfdcXF1je1abGVl08ljn9uX5/qqoPx3vh48KPL7tBL7tBY1SEIGaqUZJkO7qkKnyDicsbYim7IrKSFBa781RFQqrShrsVowJFqpIulUkKRF412QDAxTYY3leDrjZ89ms13d03VjcD7Q1JZpGum6DSCqmcdhWcvwWfI6FG0ti/2DU74WV3gJORrHUVITi6JoKSzW6HKSeSDCygOiCrzSPDidC0dL4luRIuqdzGtykjYemTl42fGRcWUg7b2n7jrmYqgEMEVN5pywuvp+szr5WX6+UcxvCiXquBKb3LQNqq6wdSXS6EVKbAz14rvxmeCTOPWrFpUV8zituTCjnyXytnDNln9Ta/FopJzJQVIxQyOD3KrbUCVo2sC7bz/l7jzxyeuXVJsrDncHvvWr3+Ki73n33Q9p2n71o9RNzfXTp5zOR3RV4YsizRfF2jtvPeP169cM44CeNTpnbo8nbo/3aKu52PdsLrZUVqPIND6ilQAKKe50RcaFMkOYjjgfuD+cePX6hsk5hvPIOIxEL4v6PM8CMo1C015OoyEkxnnkPI6C+NGKdHlJKLw37xz7i6tCkc6l5RkfSNVaMc8Tp+MBlRPzNND3HW1dM5xPDMNM224IQXb+NciMKQQ5RZsaY6LQtcOZ2YuLfzyd2bQd267Bqgf1VVXXGK0Yh1PJNlEPz4vWbJoNz98S0oSxhmoSmkKIgePpCErmldIurohB7pG260BZUIqq6djstthaEP9LfAQso5NHaZ1fguurgvIDXY9bXkoGwcYKHdVKQtvDJbnfOXqmaVzHL4vJaVl0F4lgKnr7RdseUjHmOXGaCxpE2hzee/EBlMV5gdItQ3HhedX4IGwqgL5rySkwT4EYvIQ+aZGkapWLObBZlWSLbl4if+Oqgokx0vc95/N5Rb2LiutBobJ8bFkk5nnCe2kpLb3khT+1zHLCNEOW7Ioq5gLQVEyjY7ftJYSqCBIWYOPy/S6vc55nxnFcScLLQiGzG/1AoQ2hzHRKIdcKV7LY3TxL2uEjAYV4gqr19S4/80XtNk4jaBmUL3dAU9Ur4iOXiODlPcpKUdUVG9uQzYZvfBN+8Vd+DZUcyY3cv37D9e6Sv/ZXfoH95Vv84T/xR4V3phTWWO4P94QQefbsOcfbez777vfX9yXGyKtXrx7CnoK0ZcbhxOF0orJKwr2Mpu9bbCVRBjFnzsOA844YRLo9jAPH+xPn80DK4GNinBzTPBMTZK0Fs18Yblpr+r5nGIQePYwDp/ORtm2x2nB1sWMcR9w0ihIrS0sqhMBQZl7rk1aUZAlwzuNnCSKbxpHdZsNm0zNPkWEYRcRS3gugSL4d5zlyGAQ/9PTq2XqvxBgJU8BsWzZ9W/xWqhh4E3XVoBViSOZB1bi0Q3e7HVeXV+jTSNP1xQwrX1eVFnHwrmzENCkmhumENoarfrMWzq6u1vhf9dUM5R/OS4KPCrcLhTYVVA3YGr5wZF3yGlLxipQFbVFIwToYjj7Izrnv0EozlAXde09lmiIF3RB8pm5qQnjAebuiRrJW+FRKWvvMTgbUzgsZ1TuHtsVrQoku9rJzDvNMKLv7ZYe43W5X5VCmZGkXpInWD7C+hS6sVmWXXMvfI9+HlmAo9cABW3Zy0zRhl3AwY5gmyQCX7HVVgrGkJ73sXC8uLhiGYS1eS9FcjJqr56EUBKUk2vgxLmZ5bVVVEXmgzsJDnsUi33Szw5i8SkYXc9pyCumKBBQgzp66aUghEp2nbjtUXYM2ZFORtJV5jK6o25aLesOP/3jLH/5DP81f/it/k9N05nj7Gvv1b3I8jPzl/89fpts3/P6f/P1UVrhqKWXapue73/ke9/eH9Wf9WJl2OBxkXmcsH3/6GcbAZttTVQaVPVP0+Bioqhbnwmpevbu7JcbE8XiQAn2ecC7QbTagJGvncBqIhRQUgxSy5ftf5iAhBBGYTI66ari5uWW32TCOE8l7gWRuEi9evEBrzel0om1bnj59ur7+0zDSbTYEH/E+Mk8OpTLBy/vXtj3eD6uEfeHKzfPM6XTCR0OYHMMgm4yLiwvatqZupPCrlGlqWyS8lM1GJAQvHy/3wSLHXpBDzjlsVWGqhnk44UaxBVxeXNJ2LXUlEc6Tm2i7jrrtSJyZyuvq+i1NJ2ZlObVLjs5jbtmX5fryveLfNZdMT6SUyCxFKekeK9uAbQW7UXAeAnuLqPiArJaMiBKdq/UX8NdVXROcDPsSoIyAIrVS9H1f2E6SUuecp+n6kslSpKmUlEPvCTEXtquiLjv3pjWQRL68FAfxNvgCvBON/ILuWIb1xhh5+NQDXHEx/D0mDg/HI20ri/FyCltUMeLNyeuCJ2owJziLumY4nejqCspCvbTSJKCooP1DYrPZcDgc1mIAD4VrOaU8bsctBUgMmiUlr5xqltcupz3xkGy7Ihd2HlWYYSlnQoJxlGHvclJbTilL5sqC5QAYzwOU1lnwHpeGkj0u8wLZoQo52VjN1fWef/qf/HmePLnmr/61/4bPPr/n80++w+WTd/neR9/m//X//I8wOfH7f+qnaOqaxjakmGm7DZvNbj2RTdPEy5cvVwXePM/ozlI1DZu+w8fE8Tyw7QUH40NgGI6czwPWVnzyyScMw8A4jXRtVzD/5YSQTuiqZnKew+mM1pIZ0rXduntvmgfvz+3tbfGDiIy7qSw5wd3tAU1mu93hZs/NzQ3WWg6HA23b8uTJk/Uk8PrmlvY8YqzBKnG1N3WFaTTn08ioZVY4jiPTNK2n1KqqpCWXNCZrnl7t6bqOeZqpqo6KLPOO1hCcQyvkdJQzupKT4HgeSEFy5y8uLuTENQzr/VvXNdoKfHR5XnKOpCjFut9suLi4IOcsz0tTE2LkzZs37C+uMHZEN7202cqp1/wDW8t+eNdXBeUHur7Y3RSOkRVQpBEESgiBFANGG1E6xZLXkB4hJsp/V9JoFqnsMAwyX9j0K2106cuP40jXbRkmIfY659g03Rd26ktMbMygQijtDFlw68rivcPPI9YUpZlWRCUD1bbv1hnH4htZ5hC+AB4f41qWf2/ZyddNvaIvgHW+seyYYwirimqaJs7n84qxCCGQjKFpmnW3PE0TWhlizLjs6epqlfROk7j/q6p6NK9ZUB153SEvJ6mchU8mrTfPZrP5b5GSgw+MeaBrO0zBikQfJKSs6dFFVLD6VvLDiWWZBwyPDKFNU0sQVohUu5qusSQ/kVPG+QmVW1TyBYFuuNi3/Ik/9rO89/wp/8Vf/v/yG9/9CJ8nkjZ87+8M/L//0/8ETebr3/wxlFLs9xfsdkfu2p4PP/yQFy9eCF33eFxlqk3Tcnl1zcXlNfM8cBpGrp+8S9MYvJtIGSbnuTue6buOw3mQVEMULkYm72nqjvN4xIdIt9lyHgWFo7TEMgzjQAyBJ0+erImdx+NxvTesrUSYshE69DSKn+R0GtDFg2SMnFByzhyPRy4uLjgej5xPZ+4PZ/b7PRfbLeM4UVcVKUEqfLBpGjmX6OelnVrXNW89f4vz6cxwOqNSpm963nnrOcMw0LZNaSFGNIrGGsI8iWSdjNGai/2WmOB8Pq9FagnCcs7x5s0b6rZhu90Jml9lUfX5CVBoDb3ZY+sKFRPRR66fPKEuvrG6aajLe9TUTYnE/vJdX85X/bvwElQ9KDTa1tT9llw3RCNmK6Uy3olSxc+O2UvG+1JEQknxU0gq4lSG3dI6EHKtybK7PxwOVFVTFnqPtYqcJGtFsqnrVcq6DMPrumZ2nuPxxMXllcgYc0CjqLRZMeKaopQqu3Wl1BqPuzxIS/jX4pR/nBe/tDrqstAvr+Gx47mqa0HsFxzNIu08HA7s93uapuV8GtDKYrRkQlS2JmlRfKUY5KRQisTCe1qKyjLUXV7f6kFgORlKQmXbtpxOJ06nE/v9nu1WFGFL7z3HKHLstl1PfqnslpW2q1R6+f6XokpKVNpQtaa8din4oztTty0qOtyYcW5e51uBiBsSpmrRzVYezBz55tffQpmfxfxXf4Nf/ehjXLRs+0t++W/9LU6HI3/s5/8kP/XTP03bdlxcXKF/5OsMt684Ho/M87ymUi4n4rbrOJ7PVNaw6VtSkkjclDLOBSbnhZauDXXTElNms9nw+vUrmrbneH9kmmecj4wuljavJeTMdB5IbuLiYr+2Hpf3pKoqTqezvKeN5JGcTmes0UUJmDidBsZxWOMEgJXJdTweBYOTLbWt6ZsWN3tOpzOhrri8vFg3A33f45zj/v6e/X6PtZa+73l2fcHd7evC20r0rWK/u1xnPoAQq3WRqM/zuqmyWmPsw8B8aSlaK+9f3/eM48gh3rHpN9yez3R9x6bMSM6nk/i++r4gZqSt9ezpM9BmVQx2bUvdNqvJ88t2fVVQfuiXIqfM7ORm1EaTo16x2uSMsZZGSWxocAUPMUs+xPl0YjoLeLHeSH7G4XgEo9j1F8zzzDTNgOJ0OhZ/w0y32TGOg+SHGMOm64hJiK/KSC77svDJYH0mBOlBxyQ3N1AG6AmtWPvFXzxV6OIJeHAzPy4aMUZiCNSVPCSL0ksWdVGVLUXCzQ6Qv1ehOB4ObDcbHif9LSeHtu04n88EH2jbihhnliyWaZpoCzjR2mpdkJaws6bRX5iX5JwYh7Go0Swxyi56v9uz6TdM44ibHUHJYHU4nQGBY9qqIpkKXbA6zrkvEAUArLGE5IklL2aOc2mDaOrKksPM+XQgk2mbhpg9WUnuijUGUpC4AxXJBD58/wn/7P/gT/HkF36Jv/Y3foU4Dai656PvfMR58nz22ef8zB/8WWG/pcg4jWursW2/2Aokw3kYubrco40VOClycspA13ZoZZndzPl0JqbIq1ev2W53jNPEVGJr0WKcRWkSmb5tOflTmen5UixF6Sd+pYAxmouLHSkmamuoVENdWZrK0DY1kOiaFpRAm5d7+3C4xxglSseqJcfENIyyaRknwjyz6Xu0UoJWqS1d+xabvhWfh8psNx1trdlv5d5YTsLW6sI7szRth+vkuVQK+r7DOV9iAE403QYfxHclszlJDd1uN7Rty/WTS2kL5ighbingw4yxurT3bhjHkf3lNU1dC2vPe3YXG5ZsHWMLMaCoOb5MCi/4qqD8UC+VFVpFUhwI8w3EmRiy/IriuUhJoZU8xNl7TIpoREHiXaCtOupdS1XVaK0Yh4GsYL/dSevFB1RKqBDx/oTKmrptIE4c7o/YuiF7qO2W0zwwh5G+tuScmN1Mv90wh0AKCZXBVJVkQ4SArSrCAjTMQGnHqSxYb4n2DaVtF0ryoKVrZH7iJxl2TvNErRuJ202RxhqGFGhb6UvXRhOUwicxcCVtMGimKLvcru0IaiTnWPhOkao2NLHidDogRm1dhvOaFHPB1uTiON9IO8xKemPbtkJjthKDrJUmhAfYYw6QSRxvD2Vo2mCrBh98AXfaB5ClqWm6HtvU68xK0isD0aeS+DdDSlgrA9vlBLbdbhmHIynMpJyKwiuSqTm5s5ANgsM4R7QVuWlQWmOU4tnFhp//2Z+iS4m//td/g8NwxKvA5D/j/v7Er/7K3+Ldt694+6238D7h3IQxiuPx8KhdWTHNA6fTmcPda64vL8jRcbnf0reCEZmGkRwDx9t7hvOAsTXaNiRlyapG1y2VTagQUMsJWGtInrpSdFUt8t/t5gHqGCQIrG8tm02HAUL01EZjVGa/a6ks1FVLCg3TNGOi53K3YVtpNIHrTUNDJgTx91Q50G167u5mrNKEceJy24ISMcl2e0F++4KXL1+hdaZvMpttg7U92uj1xL1Qs4f5hFKRqmCMfIyCz6k0l8+eMI0zzgeMqamqzDRJUJZzIzHCMMwoKybg4XSka1s2m23xcA20VU2tNRUJnQJtJfHG3mdml7CtZXaB2Qd0JT+3LwNd+O++viooP6RrdaWkQBhP+PGECXFVbuS09PUlr8HNjlwgkOLbErhc321YQpS8Fxft5eWltFac43w6sdlsqCvLm5s7+n6HVorxfMbNE1Vds+layAnvZmprqawppxEZ/i+JdgrKQ68IMUpGRFGuLLvt9Aj4aB7Jc2OUVlfPg/tfTgSGuqkl7lXJrt4YTVUZYvCrbFgXw1lOothSJJq64nw607UtkAjR8WR3zfF4T0od1mqaVnaWdYkilp9nWF3xC113adMtLbVYlHUhBIxSBB/wTrIvdtvdShMezgMJ6LcbUWc9AmAuYomkhSK9FJlY/ru03nI5pU3juBatBckyTQNWSc7KPA4yVztlbFMXuqymphKuF1Lw6+LQv97v+bGvf8jnn93wi3/7u8wxMJ4mhuHE5586vvPriQ8+eJ/d7oq+79ntLthu99zcvKFpBC9TWYvzM0bp1TC4uLKdc5yPJ3zwGK3ZlhkJIXE+j5zPA9M8EdMXRRCsQgjP5faKvmtLBokuJIiKNEkr7On1BTlGzucDXdtATDS1pu86KlMRXGIaBjZdy+XFjquri5LHM7HtO9ycVgFF1/WkMGKM5fJyS9sYqtoWQKi0uS722yIs0SiVadpmVS8uc5Cl4OccCaF0EJoWFyIhBrbbLU3Tc7g7l5aanCjO5zPTJHO4w/EeF2Yury55+vQJxlhm53n1+o10BKaRp5eXXCrD6XhiDpnN/prNxY5pmhjdK54+f5vD/T1VVVMbw8qt/4rl9Q/TpdaNhFaZ7GfCPKBKW2j5JRkNXjAiJXQrRZEIxiB+lpSkPy+Lk0GpB3Lv0n5agpOGYcA5T9/J18zzhK0edtKHw0GcyVbChH1REylU+fulpTVN07oQAuvwdJkHLB6SZV6wLNY5urXNtRoKS/tL4Iq+qMEykMqiEFBKxAkGRVWZgpoQfH/bNgzjUDJU9Po6pXWm1o/p8rHD4VBMYzJrWordQnJ9PJRfcu1zzmtAVtM0HA6H9fvr+x4UxBg4n0VWvEiJl2JprCVmSuKftJCWeYFkboCKEp607NBjjHjnhNJLJinxA8UY2djt2jcPq0OaNehL8nKi5NRXDW+9dc0/8ge+yYvXb/j2928xasM8JMkij4m/8+3vs93dstluePLkCc/efo6ulvnAxJvbW7wPXFxfs9lsiDEIrTmK2m2RSHsnsNDj8YSPmdlLOmbd1KskdxzHVZxhraVrW5nf5cSpbHz2+z3jOLLdbnny5JqmqZiGM00jiBKVMwaJaAg+kGMmBMduvy3g0gptFNttDyi8jyI0SYLnebd9C2MMbdPSdY0AIAu6KOfMfr9nv98zTROTm5mmab1PlVKyOatlnhameZ3dSIZQC9oyDBNt21FVlru7w3q/t23LZrPheDxKFLVRxUQ58+zZHmA9od4fjkzDSEKzu9CMPjGHjLY1Tb/l/nTi/u6Wt5oaP4/UnWyqQD+yu/3uLyxfFZQf4Mp5Qa+DIpHjRBgPhPEEYZadauH+iCKo8Hq8yIFVWhbtVPyMenUVGyNqquVhXRRfi1fjdBaFk9Iy6PYhUDfdapIc54nt5QUgyO8cUnnYCwLGC4l1KSDLQ7KAIBet/aJkAtaCJoXhweexKXOPReGllaDoM5mURD6pVC6oesn0yCFiK2ln+SkIDgXDRneE4LCVRZE5HO7ZbjdSWGpLXVf0XYtelUvNWtSW4erSplp2nstgevHMTJMnF2/Nmj2jtaBYsggn6jIXWQb0i2zae0/M4MrPGYoYIYsQgVLAxvPAMAxr3vhClE4xoJEdtq0sw+nMOIy0m56qqalbUfA1KGk3gbj+Z0dGU9WGH/nwOT/z09/kPPxtPn05gIY5REwlGR93hwOnYcD5wG63w1hx/W+2uxXrcR7OuHnEakXf1Fxc7NjvdvQFNPpwCujotGX2nhAiPvoVvLn8TJf72xQ/xyKQuLq6Wr1L7777LlUlDLnz6cx2K0Td2lZYndntdhzuD1BlbGXYbHratiblQHBR0i+1nKoWybfM5roC/XyQti9y9kUqvRSvDNwd7lFKgumWe325d7IP6OJgH8eJ+8MtWSls3TJNM6mchp1zHA6HdQOzuOr3lxecTifu746rV0pI0oZpcqhGk9DcH4502z2TuyMrzfWTyMXugtnN+HkmBk+OAUyFUom8mKa/BCeVrwrKf+erBN/kTFYZhSf7M264JU0ndHDMbi5Dahl0Lzv+EAJKK8lHMKnMWGJRVRkqW2EM6wI9z/O6i169Diiq2tL3G+5PR8jgg2e72xdZcC3+CSUqs5w0VunCuOqJpbhJcJb9gq8E5HNLUVnaSA9yZGGNLeiVJa/lMRm2MgatHlIeVySLNTg3UVvLMJzleF9LzG4IYVXotK18bJ5nNm3H4XDg4uKCftNCyYrYbrdfOL3Ag0t+KSyLJ2JRrQlyv2Mexb292WwElzKOHI9HNls5MWSt1lMJsCp+tBYGk9WCk1+K7eFwkN3pOJKcQyvFthe8jfeinJKFy6BSlKheLx6jqqlLRKwmV4lm29IVrLmta6ytykwn4H3AmMwf+Omf4HTyDMPf5tXdGeotc4goH2grS0owDJMEshVygrWSt3J9dQVZ2G27bc+u79jtNlhjUFGcVU3T0m96Zn8gxIccmP1uT93UK8l3aSPe39+vznZXOGo5Z4Zh4PLyEu89d3c3tHVxjodACIbL3Z4YXDmFG4xSPHlyTde1WGvouobD4a60mtpyCo+k1Kyqw03fkcls+h1zybJZ0hRPp9P6+67viPkhzXEphos5UcySYkRVStA9WWmOpzvqpmG32ZGSnC6Xf2OhBXvvMZWl6zbc3d2Rktzz262ctN599wM+e/GCT1+85PL6CXenzwgxMXuHytKKs1XDPA1Ev8NPI3WnyXo5oWjgd/9c5auC8oNcWbwhSkVInuBOJHcGP4FzkoedUwEiiqJr2c25ecaQUDw+oivID6RViXk9rxiNZdFc2jh9vyEEzziMoE3ZEUkLpmlbhkG8BU27QVPmBrOnbzcoKwiIJVdlSWBcJMzwYL5cXs+yAwS1Frjl5LS0mZaC1zUS/5spQUkpFBWLQBKX2F1jFMZIYRKTWIU1AhGUeY58HhJKpfJfRYp5bb8tBsXl3wbWwCJgjfFdCszFbreqxxZZ9GLMDN5TjgXr6W0pWjnnkuQnKjRbdsHGGDSSn2E6RbPbUVm7+iHmaRI1mLH0fYshYbUk8lVNg7Iyd9pttvT7C2aWzPhYduIKW4mUVCkgRexG840P3+O7H33KyzffJXhNajqOg2cqm9nJBbKStl3MSlpXLpAsaBTRiwigqQzBN5xPJ8IsQMZ5npgnUdJVxlAbw2ZjcEEK9GYjwofFMb7EIMyzmE+fPXu2Lvj39/d88sknKAVvPb2iebQJmOeZ+7s3xbuhqa3m7befCSSxwEVRmaoWyrYx1dpGrKuS1W6qL7RbF98SwG63W+ccdduyK7DPZRMhZs0kUctlVnR7d2B/eYW1NYfjGVPVnE8jfg5cXV3hvefzzz8HJFp5vdeyJiW4vn7K/f09bdtyPo8Mw8TF1SW7i0tpYWYRisSYmM5nTs0db15VPH/va0KJCDPD6YixFaauIWVUOd3/bq8oXxWUH+CSBSuLvHE6Mw/3+PmEchNpnoSQu+QdhECIAmqUY3tJNUyRnGRYX1U1KVJmE2nlRgHrzh9kx3txcYHWips3N2gjNMrF8NgWh/fpeASl6fsdqOIjsQ0pRmJK+BjWdtfjKOBFjvs41/ux2mmZRaytnDJvWfrS8sAq8d74uRTLwvhSmbqyTOcBaw2wzHM0dd3i/UzbNigk5rXrWmL0VJUtP7dMZStmN69tjaUNt/hSFpTLErAkUutpXfSmaaQtw9hhGNa2Yl0LhiPlTFJ8ode+CBMkttassxNXeGDLAqmUtBiT88zDSHCOthKarg+B4XSmqaCpK3wU0kGlROJ7Oh45TzP1/lo4cFpgoPM8k7ISd33VUCmLmzzvPX+LH/vRD/nk5Rs+enOPzx6jaiTV0hBi5ng6M04z2+2OPgp6R6Mlr8NY2rZeYZm73Y7UhpL4+ODh8TEznM+M48Ts5We22WzYbre4gnZ/8uQJdWUJlSXFwKtXr1b/yHLfaK14/eYNl7sdVaUxGu5ubshRRACVtTy9viztVKBE+lpraBpLVcn3JtL8tFKqY1zmfnkdti8y6SXASkgNk8ymSjvTe9ngDcPA/f09fozSNdCa+7sDTdcDmlevXhNjYp5Grsvs6erqipcvXzLPM/v9ntu7O6paWtepylxfPeFwODC7uYhIOp48e86r16+YZ9kAdW1D3/Xsdxtqa0jRU1lDTomxRD9fPn2GqZuy4Px9XtB+CNdXBeW3u/Kj36jHmnD1hS9KwTEP97jxSHYDOkwkN+H9JLv0JPkHoUhrs3cYLVyllMGnQAiRefay+9UaYysW/tfDyUCwF5eXl1R1ze3tjTDAjC1JkTBPoyQMurnwiOTE0fYtMYGtDJQ+9N39Pdvtdi0M0h5SZJYAJFFomXKi0NoSggzQFy7ZkkOyDOiXAnMeRi4vtms2t1ZKZMgpUVcVJ++pSltqcTMvuA5RtMkQuOs67u/v6boOyWiX9tusZtquI8RYsgPUGm4kxTAzO2lfGFvhwxkbIhcXe4bTkaauaLuWEIMY3bSgXUwh+Na2khAm78XoqTQpRebZlXafXluYWosUeXACktQ5FZl1AW6WYuec/NlGWc7zGVQuSidPmBJWK5quo6pM8fGICEDaHbmcZMXgqX3m6mLLj//oB3zn40+5nWdenmdiTvgoZGoXAiFlchpw80zfNeI/cgljNG1VEbzjcHsr+ezGonKmbRvB+xyOhOiwRtNUluEcmaeZGCQVcRGL5Jx59fIVfd+hSVJYokT2Xhd0CiCncpW4uLgQUrQb15PqMIi6b3bi2/BB7jnBAgV8FfEl7Mo5h5vdemr3hQXWdvU6VH8sxlg2P1kpYgzrqRSQuODTwDw5oku4eSQbjQ+RbQySSfRIXvzq1aviwrdcXV2S0gMnTU48Mn96+vSpqM3attwjisv9BVprXrz4jL7r6PebsnkCawy+AEm1UlTWSOzC7Q0Xz94SafZXBeX3ypUf/e5R/gkZoiNO9+TxDj3dE4Y7wnAmTCPBnUnRk6LkX1c6g0VQKAmSLx4Vn0mxyDeNtJ3maSSjqKpaTF1WlExNyZN/9eoNiSxQOrtwozJdXRHdKPRXpcFI1nenM0l5XMxYHaltx3Q+su1bjKmJCYbJ0fUbfMpFFhvQGrTO5BwAQ84B7+XkEUPg8vJyxWQsu8O+75mnE94nKttglEiljVaYtAAXpc20qJ2W1pKcfgBl2Gwv8CHhQ2LfdAzDiFIVIUEEkoaYZHHXlSGpTNU2DMPAHBNZafnaDLZpJeUxQd12ZK0xdcXF9RVj4T5l54XmbCw5hdVxv0T8LiKFx6q3nDNZayLC7ArBUxtpOXk/E0IkZ7CmRiHIl/EwkJOj3WiON5+jrOLy6opts6WqFNpGjAlo5dFKYasOtCzcU/B4lNB9oueDt/f8gR/7kE9fvOH+EDnOgaSM7LRj4jSf2bSW6EbuXxtsU0PTYqxFW8swTbTGUFeNmG+9K+9PLQXOaqbZcblpaYxsdsbZFXl0xtaWrul48+YN0ziSibzz9ttgLDF5cizRBEphqpq716/46Dvf551336KphAunNfS9mBzJQrx2LpRikHCzYzMExk2gbZtSnGdCdCUYricTMZYvyLwX0YDESp+xtZxsZSYoVOWcBBbaNFsGd6ZqDYN3nPzI+c6x77fkOFERmWJg9I5pkvnRZrOhqizWSjqr8zIrXTwuzjn2+32BuXa4YeCt62uy9/TbDaaqOE0TVd+TtEEheTnaVigjJ97jaaDbOZq+/jLUk68Kym9/LYVEsfQvFY+TUCJ+PjKe7gnTiTSP0upykliXgiNFTwxO8i9iQOdiHCQJcVYpljzx4TytfgZtDBlF04g3QRY24U+dzwO2rgqPy69zBIECzmilicFBkoK0IFRySvggsskUg+RczDNKGUxVP7RsgseWQrQvPecF4Nh1XelJh5J3IT+jZacIoqoyOuO8Q2Vo62ptiXk3F0msXQf/ywxp8QTIbKQmpcwwjLRtR86idlKqOPqTtJlsVUn/23vqWsyICxjTe880z1BaVk3bMk4TbS076DhJIdtsNmumhUmGaZRArOX70ko/kIhjXN+jlT5cCs1y0vN+Xv+cMRU5wTR7hvNA8IEGja0y7hzJ2nP97JJms6FqO6q6JuuyWUmBGDRKBWlrLi1WBEFjyNS15R/56d/PJzcTL+//FqfxQAKyFgx/SnA8Dexqef+neaY2QkoYc+Zyu+fyYk/bdWz7DcP5xDhKG3DZXdti1qwry263JXEqBdOjtez63333HUEC1Q0hxpUWfHNzQ13X7Hc7Li8vsU+ecn/zhjdvbtj2jQRWtTW7bU9KEouw3W7FnZ4k1bBtDSllPvvsM66vr8g50fc9d3e3q2N9u9WrjHlVbZWZ13IakZwYT4wJxYzk76iisFR03YbzJEikVonaz1jJ6JmdY5wdh+ORummwRk4Qm40IL3J+QPssEvYFarn8/ycff4zWmufP3mKYJxTw7NmzMgeSXcg8z1R1TdVqcsqM08w0jjRtD18CHMtXBeW3vR4VlPx4f1CSGeKMH49Edyb5Ce8GvBtJ80yYJ1JykvrmJCwqeQe5wCFDhKgfqUQWVEjpEedMTJlxnNE6sKigcs50XS+fG2aMlbRHawVjr7UFZEeNqeiahpDAF6S3d9IeyFlRW4MmE8KMNhpbLSFCHkqbalkkl5mKGNaMACnntL6m5QEOIVDVFVo1xKhw00TOgvgwWuG98KucF+T3Mkhd5hQLenyz2RGjPPxN05KzYp6laM7TBNms6jgZtj/MT7zz9J36QpFbRAPL92DN4raPX5iBbDYbaIH0AJVc1G7LCWz5+FJMlxmTFBmNrdtSLCXCeRhGxkHmEilmJqDrK/rWsrvcsX/6hKvn79B2PcoYosqQo8hHkdNr1ShspairmrpuyM4QUsC7gDGKP/gzv59f/Y2PePHmDT6BGyMR8bFUKjKhOQ4jg5uxpzMXux19UzOOA+z3zNPMdD4zT9PaFnqs/nPO0RrDxX7PNDvIwpvzbubp9TXTLNG8+/2G/X5HV/wqtylyvL/DTQMGoS48f/6cqjYYlfBuxOhEXdd0XfsFz89+v1+FKCDGw8VYGErA2vLaFgXf8n4tG4Bl6N51HT6GQvSOBZszo5XBaIupLclKTLDOCZVrgZVqw5uXr+XPoUHbsgFrCN5zPA3YqmG33xMnL6mO5Xr69OlqalXAdrdb1YK7ywt8klPYZrulaRrarltbxnhPSg8imZzTVyeUL/clcmC5FCoryfgggwqQPWG8xZ9vye5EmE+EeSD6kRgmYpjw7owPE67ki0TnKaIVcszEJPgQOaXrcuPEclIQxchpPK99+mU3nSIcTyfO48DV9RXjKLRdX/r20zRDVuy3e2nh2Ip5nMiFmDtnodySkxQUN5OsRZc2Ryp5DMswcxn2G2O4ubkRc2XTkAvLapmdrC2gJDOR81kkxSmGtThJQJGQAx7vJpfZh0ijw+rPETaXnFa0NozjtPKzvA+r18Pahc1UiVHv0expUSEtVOJ5nAgqrgvS8XhcpdHzPONHUTotw9ulWDw2Sy4D+0XKvfTuH1IoWVs30xwYJkcIUlC2mw7Ttmwutzx955rn7z6j3vRMPmK1qNpUTuQcAYWpymnFP5AFamuhrmGaQQUudjV/9A//JB998gmf3npU1mKkVAqlLT5G7k/izLchEL2nevqEi8stfd9LWwqJwr29veHFixerim5pSx4PB2zj6ZuK5B37TU/OwuWKXrHdbem7hrau2LQihhhOW2KUoK95GuWEZi19v2e37ajsJWRfNgMPwNGHnX9exRXb3XZ19S+ssoXwvPxasm2WNuyyiXDOEXOWE0nSa8HXZbQnmwHDxdUTdF2haktV17hxom4+oapGzvOArWppWWtD04qyMKRMTJQ5n7z+JRNmoVGP47jeNzEV64BRa8FZTMOqyLB9SuhH6rUvxQCF/z8KytNnb/E/+Vf/5/zb/7t/jdubN7z73gf8mX/uz3H95Bmfv/iU/+j/8e9ze/Ma4Lf93JfrEk2+kvSs0uUKYDxpvmc+vibN94TpnjAf8fOR4AYJqQqOnGayn4huJs6e5CWWNccsuBXTkLJaB+fBJ1AUYGEkRMlakT6tnDxSkhhUAURqYsjo1uJdEu387Jkmz2a7odKGOUo0cQ4yvJ6Gkf2+RqVEV1eS1BgCKkVyihgNOQWsfcjQ2O/368PxeNdaVdXqR1jw8yCtsrpqVhhhYw3Bzbh5ZNt3zG5eZb4ppS/g3yU5MRVkTV5l0LLAV4VQa+iLxyCESF1Lm+329nb9e4D1IT2dTgDrwN9uerwb1+9j2QUuC5SxBs1DfsrfTSteTmmLJ2H5O1ZjZVJM88Q4TpxPA84FctbEJJgWW2uun1zw4dfe4dk7V2QlCX4oAzGjkAjjmBMpRzmB1sL0IhmmYSAZQ2VrCZxKJ8b5xPvPt3ztvSe8OX5OCrmg9ju0VtS2xgUxwGalaOqaWIyybduy2+/om5ZpHJgm+Z5ubm5WleGyWE/jGaU0u01HiDXWGKyGr//IhxwO91xdCd03A23b4GbZAPjl5FA3a1KlGHV72rqnayu596lWL9HizVpMltaK0W/ZhDw+cS5XVT3IisdxXInHIonPpJgJQf6MVtLykmG/pqorlLZcXD3BduWEMwy0/YaYb0oY3mLwhbZr2e8vqeqKlDKmNlxdXXFzc8P9/f16jywtt6X1aowhk0unIBepc+lKBCFp27ohpCBt0OXPfwmu31FBUVrzz/6L/xLWlkhZa/lz//K/wn/xn/3H/Mov/QI/9/N/mj/75/8Cf/Hf+td/2899ma6HMXwCzFpQlNLk6PDnO+J4R5qOxOlInE4kPxL9TA6eGB1+OuOmgTB7VFbkID6QeXJ4F5iTXlMdH3seYkxQ0CsxJFz0aB0KOkWjlKHvdlRtTdt2YggrfhKtM5eX/YrMDiFgshSCUKJTU4yoSlznldXECNMoKJe6rghupm02q6R2uekX13iMEZcSfS8E4CUTYhgG8TykyDyxzm2sbfGzEFp3G3lAkktrv3nZ9T9ObswJcoK27bHGMrqJELx8rO+ZJsc4zKLiMjVaW6qqKYSBsJ4qQHaLyylCdt0ttrSjl5PHY8VW1ka0/8W49pgWsLzW5e9fApYeQsQcPiiGyTMMM+dJXrNznnGY6Jqap08u+fCDd9hsanKc8EmYbVVliMlBsgKFJBcfk5PFKGWyAawmKUUAQkoYq7Das6kC3/jgOb/yd95wHM4o25Ywp4aq7alUoqGma2uePXnCW0+uef+993nvnXeotOJwd8ftzRvu7u4IIazZH0vBr6qK3X6HQoyPC1wxx0DfVFSXFzRNRd93SGRzYt72xNhwPJ54enWFj0CMAiKNIitm29J1tWCCkn446ea8vi/OOZq2Wj0mi4t/OUXN87z6jRYkykJLWIpS1XRYWxMDBJ+K2dRQWRnSt5st7W7LdrfHtDVKaYbziDYVLiRCkrwYpRQ39wcm53lvuwVtePP6NUYJLeHp06frZiSEwOvXr9fi6Jxju9tRtQ1VU2PL65diCUYbUgiyKWs6tttNiQH/+7/m/TCu31FB+bk//qf5+Hvf4b33PwTgaz/yDdw880u/+DcB+C//0n/OH/mjP8+z5++w2+1/y8+9+vyzv0/fxt+fK69lpei6MpAiaTrhxiPJjyQ/kPxECiM5OkgiE04xYBRURhGQuNLkIYcEIZFDZppnzuO07siWwB6tp+IjeOjNi08EQkjr15lKTi3z7KlrVQaD0io73B+ZJhlSbjd7tDYcxmPRuItcc3+xJ5TM8OF0omo6TocD1jzg6BfcyqLAWgyBGYjxIbd+yZWX/nXNNI3YSuOdIxRqb0rig2jbluPpSFM8Assuclko9vs9x8MohbPfMM8zt7d3K7hydp7xPGJtTdf2on4aHXUleeDHENeFUHhVcW1NLTtEa5ovsMqWwjbPMzkk3OTWGcnSjlt2wo+/3nu/KnpSSvLapsT5PMtpIME8S/SttS0/8ft+jK9/eM2mM6g4Eb3GmERTW1J2tLbgS5xH25q2bgi5tK5yFq6XX9D4mehnnJuIfkQz88G7z3jn+TPuz7Nk8WjZbGgjaqS20VRGcXt3R3QzhMh4OLLphA4NUmSvr69XNM2CenfOMTsZJmujubySAnJze8vLVy95/vyt0ioVpPvhcODJ9dWqQOz7DefRo8rJqDINx8MtN29uSNGz3+1obPsFOOkqFImRnC3wkN4ZgnhnFmPhws0aS5bQF+cvmeAjxpriZ9GEkDC6wjRCnGi3W2zboq0lhIQyshGwSy6RktTTnFXxIEU++fRFaRl2GBIpRs7n82p4XALOhG/3oEAbhgHb1Gv20AKEpfjTstLoTtPUi2nyywGy/3sWlLeev8NP/vTP8O/87/8N/vGf+5MAPHn6Fq9fv1y/JufM3e0bnj59xnZ38Vt+7stWUNSCswWZp/z/2PuTYFvXNL8P+r3d161uN6e799ybmZVdZZWysqok2SUkCxlswgJkCRAYGBAEDPCMYMKEkUcM8AACGNhBmCCCwASOMEGAAjkwQiJANrKqpCxVVlVW9pm3Oe1uVvO1b8fg+dY6+5y8eTPTSOambr4ZJ/fde+29drO+733e5/l3KkOeCENLDgMqjug0odIEKYpPFoASAV+cu46malBJ43NgChMxBbyfBPjOkiE/DCNFWTH5LJG/WlOVxUnvMQwDk/cUzrFcLgXAK91seR4EqCVTlZWc5BX4GDhbnRNSZDj0HNqDOL9Gj/eyeYyzR5FQPhX7rdz4fhyFItp1DH2Ps07GJCHQz9Yx4zBQzgwzycQo6doWnSQRsq5Ldt7Tdx2KjLOaoe8oi4KUEynneQwgNiHeR1arFePoORz2LJcrxnHg2bNnxBhOKuzd9payLOc5dRYCwpy5YmyBdfY0VtFGn2xAUpYbPgaPxuL9SNcOhBhOXco4ThhlCEFu7qIQoWOMGYl5Fjp1imEmOQQZZcU4j+cUnU+0PuKnTPCJ9tCTsudXPnefi/sryiKRY4+zBjMfWsauE4ZUmkAVGCMhaQlx61Va9Chaaaw1aCXuuTkq8szY02Qu1gvefXTJ93/4Hvsw4lWin0bGsaNyBqsSD+9dcrZeUTgjgkJnqOuKwhiGoT8RDo7eZ/v9fhareqqipGlqYgxo4PzsjHLGCPbbHavVgq5tuX/vPqVzBOCdx49ZLRoOhw4/3bA+OzoIj3JGQ7Pd9Qyj5/75pWSCzNeFUhKhffz7WmNws13OUcmvlbAGValmU8tOlPF3AupijPjkscjnJwBj0M7hyppqtWSx3oA1xAyjH/E+8MGHH/LixUuGORrYak2Igun4EFDGErK4ElglGNQwBW63B5Yr0MaxalZYa4hhQhmDcRbjHMoIzhVzIuaMyjIp6MYR5wrWm3OUYg6UEx++19Rw6pPXtnxsQdHG8Ff+S/8Kf/P/8u++NqcsikIsKu4s7z129mX6SY993PqtP/M7/Paf+Z3XPpZzZtf/TL/HP/YluVAKcgQVyUqR1EiOO0I44Ps9+bBD+R7lAzpASgqSZGtkHdGmIPtAiJl0mqFHCbRKEzZpamswVcUQMoPP+JzJ2hBSxI17nDE4Y6nqmjgGDu1A33m029GsK6q6ZL3eSMCQ0aLUjRGfEs1mQ9KKYegYp4lMmjVyAXLBOAR8mEdtxjJ2HYXWdLstrqyIKCwaP0zEUoRkXht0hjBOVNaS/IQjM3UtzmiKPFEq0TuE4DE5oXSWTS+Lw/LQSXCT0poQE0VZ0/cDKWuUKnn58iU5B8rS0nZ7mkWJ1jUZUXQrrXClRhk53U3dcFJ6oxPWaRKJmOVEmlVGG00KiSkcFeyv2FuAKJrn0UhOs/raWPpRnlvPgrOUMilP9P2Bvp/mObz4LOWsiAkG7egIHPqB/jCxXi357DsbHj6sKJcdi9Wa0hqSgpwUwzh3fEHhqhptC7StSFhQjpgNCgvZEGIihlYy67WamYMZsiYkRaHhC49W/OHS0m8npqxIWTP6EasNVlsO+55H9x/ypc99BnKgaSouzzYoEof97jVw+2j9fxwNTtOAIshIyYBWiYvzDWmznO1OFDGIsr4pC7rgGds9m6qkMZpCJ1xRMoVAG2C9uSBlxX6/p5sibT+gjBX3gziLGbUIXWOUEXBd19Rlg9WOGCLTKNR5FaEpaoiZtu8IXq4xPbtEG+PQ1pJQKOOE1l1WuGZBsV5iFg3D5GnbAypl9tsd7a5lt5PI4zD1JD+hlCj3VZCCj3ZoV0IMuEIiIG53Pbe7jouLS2IOFKWS0C2j0KVDF1Zii53Bpzle2ZTUyyX1ao1SBleIuFliMRISaqdeo6x/0tbHFpS/+Jf+RX74g+/x/ns/eO3jRzbR3SWK1vFjH/u49fXf+3t8/ff+3us/nCv4q//1f/Wn/Q7/xFZGgzr+iSJxOOAP10ztDWnYwxwclI9uwRm4Q7X1OQuzBIBXXHOlFWVVoZJmCpnYj6RRRiztYWDwgZQU2mgKV6IVFMUkSuRCjAQTiX70lFVDzorJJ7KPJ12KdZasFP0wnDK9j6B5zJlCa9nEUqKaRXrHeNu6bpi8Z0qZuq7EMqQX2wpjhf3SjqIqJ2eGrmMcBvoUKJ1lHEZcXWL1bHExTRRWE3JmuWjmebzFGC10aSMGeFVZ0XWSMXF5uQHFyWH5SP+t6/qENR2ZXYJ9GLQ2eB9YLJYURTE73Qpb7HA4iG/Udkvf9nJOmL3LchL2Xs5ZMlaQELQwz+7lBo4ninFmzrnJlpTMifIdY2IYPR/ubji0A2GCpqxZrxoe3r/g8dsrLjYWPWs4sgJNxhl5vWxRYFyBmrEgsoyqUIasheqdEaaX9xNJi1bBOYe3Vuxg/MRmteB8s+K9m+doU+KUoXAaZ+cDT05cX1/zpCp4/Og+q9WKZtHQtwdSfjWCCSGcFPFH0sWjh/fm8Vxm0SzQWovjgJfAraMyfb9P+MJSFULzztayWC0p6pKiLLm53WKcIyY4tJ249a6WTO0twzDM2EKBnwkQZVnOBQaUHk8UbWOPhqVJohmSiH1dLGj7Xq71sqApS7SVgqJQYCzWlZRVQ9U0lDNlu+u3tIcDZVFwc3PD9dWVpELGyBgyU8gUhRbn5WkSMeIhk6ua0jl2uxuaRcPFhZi0dv2OflCs1ysZYe/3xBi4vH+PxXIhlHslMRN27pacK8Rmp6pIGGLW2F8ADQr8lILylV//Govlit/87X/m9LH/7r/6P+Bv/o1/l4vLe6ePKaU4v7jH1csXeO9f+/y7j/0irSyTYhlzEIlTh29vCPtr4uEaNR6IYSSFOAcspfmrlDjsao3XIkYLWXyzvJ8I6Qj8gsFgCk3SipgzlTK4wnO7O7BvB1Jcn7jodgqE7E+ZJzF5nMsc+onFvqOqqtnzqMJMibKEbuhOYq/N5ozVaj3nn4APmX6cZswjk7Ko8adpwsc4G+45Gf0gGpCcxbVVG4dShmGccHPOtnMFCkfXt2yKkvbQ0szRqF0U7MLO4VtjP1KXBVZrpjiSlaZwUgwOh5amrlAKuq47sbaOluh1Xc/4iNBSyZlyHvcVRSlA8uDp+0nU7WPk+uaaw15y429v9uLCm8VmvyjLE7tGJgp5LhD2hCOVVXny7gLpRJUS4sAwTISQUSrRdwPXtzdc95KcWbqCZe24PF9QOUWlMw5EYDqOosMx0tEeOwGTMpYKlMZYyenAOBJGvo8xp2hn7z1hGmF2HxAblB4/9Vgj+N2YEykrwhRJ2VC6kpwlG6XrOmIUFpKzlu0kZqRHh+kj5fXoh7VarYQ6jYwPb3d7ISU4x7179+n6kfYgsQpWw/nZGqM0RV2KMl8pisJSViUPHt5HW8fzF1dsdzumaeRwyPh+EIeerGaasGMKAYVmGEfBAAeJN0gxvRK4mtn3LE5zR1JQN+KflvXslmAd2joyYklfVA1V3cy/k+LQtmJLP4oLxO3tLbe3t7Odf8BnRVSW0UeapaHKlqpwaJVRsaNZXcy42QgYmqbk0SOh9TtrZdxKJk0TcZyI08TUdwTnoI6kKFoTYy3GFWIIah0YR1aGV8lLn9z1sQXl3/xf/uuvvf8/+tf+df7X/+b/jP1uy7/4L/1VvvZbf5Zv/ME/5M//c/8Ztrc3vHj+lJvrl9TN4iMf+6Svu0I1smAZACp6Yredi8kVqduSfUuO4nl1chCeJqKfSDmQY0BbYQsZY8haiQLaGCIT4zBKLGhRsV43uMKKElZplgvHsxc7bg+KrhsIKaIUTClT1RVoGb10wwBkdocRVzjqqqZpvIx3YqSsHBcXF3PH4kSUpa2IAw8toxdKalIan8RURllHP3pqV1GVFUPfU5QlaCsju5wxxuHKim4YqWamSs6ZcvZwOrQ9ZeOw04SZ2Th9u0fNIHbKico5hmmgLh3jOKEwhGmgqcvTZpZSYrGQU/DhcOD8/FxAdW1QGMZBlPuLhbDMUszstgeur2/QSgqUZLIkYogEv2W/b0VDUJbEENgfutNNLJoNmaGHKPiZ1o5DN52owlobyJZx9IzjcLJW6YdeKMJ+Am1ZLVaUxrAoLSoOVLphWVpskpOtm92Kx2Eg5kS9XMjRxQeyFrt7kwzaFCgLSiuMkdl7SEYOLTkTtCJMA9HPOIEfqSvL+dkSrZ+TJw9KU5QSfOUnMWJcLV/pT4qioJ8dkcuyxM5WPofD4ST2PFJvUdD3HTkmJh8YJ8/kI8/++JvyWlcFt7e3rJYNH374IY8ePESTUFkcg21h0CpTLxpCzDN+U7BcLXn58gUxZULKtMOIMvZEAqmqCrQYVfrgcTP+No3SQRalQmfBOHIGPwk92pWVWBTZAmMLMBatDEVZUzcLykqKd1aK/W4v3ZGRNMabmxsOh3ZmKlqCAldo/NCzahaoHFgva5ZVIQLjQhyhvRe/vbIsyBlWizM5kMx59EVZcLFesVku8DHQ7m5RGVbnhuQMIxkTAhlFURswGZMElz3eG5/U9R9L2BhC4N/53/1b/OW/8tf5z/3n/xrPnz3h//jv/G9/6mO/aEuRyXFiam+Zti9J3Q1MHTqFWSTFqZjk+QRUWM04dQLCWEu2jmrRsFgtOez2TP0gIiznhEYcR0pXs1xKsJExisuzmvPNitvO8uHTl+z2LVc3W7Qzc9a1uPMulyKkCgn8EDl0O9KLW4w1LJqaxbLEx0xdVXOsqbiWTj4xjIFCOaq6RBlHUdaM08RqtRTPLGOJOWEKAQ9Tlg12mPNFbFGKeWKU8KykwMdIVTe0hz3H6OOicKR4DJiakxKdo2sPaGNJZIySEU5dlQKwp4yfktArnePq6uoUoiSMLcdu15GzYrFYcXNzy+GwZ5quORz25KzYH7pT9ozWkp0ijBuN0Y5xSsSYCT7PwKgwqKy1HPpAP3qssYQ4vKa2LopijkVWRCxTmtMa/UjU4OqKupRT/aIwXK4qVo3i7YfnLAtLmNr595MiFXIipoTRBls4sjaUFZRVxeQTXd9RlLVEYegkWI59VRD1LE5VObFcLklJEVLHxdmSRVVAUdF7TWELbJYkybOzM+qmYbPe0DSNxAL3HUqJFYj3gd1ud7Laucu6yhm0snMG+3HcJ13sdrvjcIByppifrYUl1rYtRilSjqzPF2QqCmdAJx48vM/ZxTk/eu99EomEXEdozRTlPos5EdL8mPfkJKmOrijE/DInfOyx2rCoazQa9JyNU1uM0ihjUcagjKUoK6qmoSjEw24KnpQz4zSesKIPr695eXUl6Z5RPLqqosAYzZc//6tcnq0JY0/fHfAhUFYlytlZwV9ydr7GaEM/DBSlk2iDpKgePKCoS7Qx3Lx8IZonazBADhP9/gblSlbn9+fMoxJNKblL879/agrK//hf+x+e/vvpkw/43/yv/ucf+Xkf99gv0lLJk/otw+1Twu4FatxBGIQtpAxZydzWOTvPpzUxjMRkCSkKOO5lA85R6L7kIyMoo5ylHzqG8UDhSowWj6G60GijqBrNenXJ7rDkvQ81Vzc93aFnDJmsNN1UnoqFVpppkthhmxWpG9m1B7S+oa4qFsslZ5uNBEolzzBOFM2SEMUvyJUVWWlcUVGjycYQUz4FOzVNLS23Elt6lTO20MTg8XHCzamAdVXKczHNo7mjDb4SZlbdkEJAa48R2TyFs2iVUGji7BzsqvpO8JEXa/WZdrnd7ri9PVAWJU+fPufqpdz4R48xZwtCEA2q1oX8bcZETjKH7nqPsU481VQGpdkdDvjJU9U1g4fRi8Yjxswwa2b6qcXoQezrUWTExiMSwSrR9RSOsmgorGGzLlkuDI/uL6ktHG5eksKAsxXd3PkpI1byKUZIFlSmazvGKeCTYrk8I7pE4cTbbZomiAqtjgal4gitikKsSpTm+csbFk1JXTmGAQprKJ2jNCVNXVI3DavVioyc9v2cIJpntt92t+Ply5en8Vdd16zmDJmEEkD90AkbbHbRnvyEspblohaxrJoFpjNF1ijFWSGphCuNxEBbR1GWTNs9i0XNer3margho0lZMY6BophdIzKEJK4SPgTButTsppxBKTnwhJiFrm8dcea+GedwZSmjWlvMvnUGHxOT94Q0+3YZx2JhyDGy2+7EHdmIyabWmsrBxfmGQif6Vij4bdfPVdYR24Gu61mv1zhzy8OHDylMSbfvyWViXVekaWSaD6TaaKKP5KjRdYk/9OyunlEtN+QgzFFjDUaDMQqty098UfmUW6/kO/9/5wWaEfY0dcTuBjXsMaGHOArTQstJx+iE0WKzkWLCh8B0tMtWiqy1zMmVEjbKnHIoUYaQcqQoLMFPaBUpCrGWN1oR84ixo3QiTcF6/RleXA+8/+GWl9ct+26gHwIpe8CfbEFShtF7mRUH8ekaRs8wBvp+YrmU7HNXyNjqePJ2hcNZJ7x758BY8twNKKVPAPgxwVBuVcGLoheg11jHOIkF9ynXJcwUacToL+V0yolwRckwjOTE7EGmBQxPGRMD/UxhDSGw3+9POpKuHdhte8pyOoH1Qz8CCqMNMYq7b05igS8WLgaYXWBjoLYF0+gJc2pjVS9QahBqrjGENDJ5MWVUpqB0Ym0zTBOFE5PGlCNKZ2xpMUihdW42JkwiSKzLJZdnS/bbK1ToxTC0FBwlhkDpKokPnnUKpigwZUFR1VRKyC3Be7QJZLTgdSkzDJ2AuUZDjhiVcdayXDQ8enCP29Hw7jtvM7y/JbRRKOpGk2Jm0TSs12suzjesV2tCFGfloW/xIZ0AecFYJCq5LEtQMI3iO+eKkn54lTlztliKSWNlZ7p9PDkV1HPmijaaphG7lhgDrqxknFVXnJ1tuLq+5d79+7O2Z6LtOjlcOHFP8D4Kbb0XHDCBvK5ZdGLGColBGY12lsLO7C43g/HGSCyEEnv60U+MPsxjMbDOMo0Du+2W29tbMePM4hV2cX7GqoB1pXEO9m3LFBK7QyfXjKvJMbLftnSHgf22Zb9tadsWrcX+/2JZYebucvSerBUxRR48ekTtFE551s0SaxPT4ZbrmXBiNbNBahJixi8LyidxSdEQDpZ+46EsAsZ+R+huyKGT0yiKpA3k2YojT6JHSJ7gR8ZxEKdeq9DWYlQmJzPTUcd5A1KUhZNxmtczU0Tgtq7rURkJ2SGRJ491JXXdUBcVq7JmU1U8aa5578kLtiGgMfTDxDAobFGSgKKs6KZAmDNRDJk0Dgx+opsGUpSI4Lbr0FpzcXFBSplmsUAZy+W9+yxW1ZzNIOyjcfAYK4VCRnaFUHjRWC30Rm09KQX8NGFwJM8cl+tQWpFzpN13vHj+hMmL7cYwDIzjxGKxoihKsbCwDmYPrqPPUoySIChhUxCDJFqmJJvJNEmmjFLg7DHDZcavlJpHJxAyoDR935GSCOfaVjaFhCbPHljOWYY4cDgcMEZ0LZkk2eYKfBhBSKMoNEZrrDOScRMTWmcsivNVg+/2+MOWOPVyzWWHcYZMROmEcYaUJlxRYp1hUpHJj9SLCu0qlJ7ZX7rAKkXMCYzFHynNah6hzRvOvfsPeBxLfnOyTPF7fPBsS0qKwmnKyoKOuEJR1wXWGcZ+oGulQC2aBYXzrFdrqpmwcHZ2RjEbSaYUiNHTdR1tu59FpR1lJaB9yprSOayRjnUaRpZNRVNVglWpjCZBCgQ/UpYNSWkimV/9tV/l9mbP9773fcZ2IubEoetoGumKovcQE34UjRApUK4lK16EvwrtCpQW/zI7sy2tdqisIYvLhNinTIyjJ8zssJQSVWEw6pWRqmBsLYd9y2q5plg1pFkzBaJqb5oFN9sd2jp23cC+E5HrJiTx0Bvlfls2DbXTuGRRxtKPE7e7WzKwWK6prOL+uTg4GJUpm4o+Rsb+wDR0EEdUEjU987j92KPKUnwSasynuKDALH1nhqOF15URt7ixx/gWE1u6sRXac8poLEoJJzyFkRh6xL1UVMR2NpuL04S1ipj8TKUMlIUhkNDJEKZM5yN9N4uzUBTFHNU7ToDB2hodDalP5NxRa82754b79Zq3Lw0/uOq42beUOnPbDuJ9pR1JJULWRGVFq4AiZLmR2usd1hgWtaJvBYAcuwGlNEXVYKua0WsuveSA1HV9UiqvVpUAx5E5C31Bnp2QnZOseHKkKAK6a8WyPyi0chiliCmgVKJuSmwoyFkM9kI8sN0dKEtxjGXyKONJWVye+36UsUcEckGOgZgCVSkFyPtEXS9nM8ZJOsY0gsqELC6xo090c0a400qKrIYQhQUVk4jLNBlywJkMpUHl2XMsJOqiBDIpesEjZrp1TBGrLE45UkgYm6kKzbopWBhNd3ON7zusUdTNUjpF14DK9OOe2lYUZknOgZg9SjvKuibkCZUMRdGAdZiiBuNQWeHqSJ5Gku8Jw4F+GonjKDRTrVgvaz7/+FLCxGziMCRWZ5fUy4qLiw0PLs/YLBuWZcnURuqqwiqNLQrJMCkExF+tVmzOVtKBagHCjVb07YEwyca6XK44O1tjtKY9tMSywFnNvYszFnVNnCYp7DGyv7rCXJwRXYnWFl1B1gplDV3bcbu7ZvIDGfGeG6cJY2VElXwi+0BO0hkP/URdRYqipHClGIJrI5gfSqi2SpOT3OWZBEaSQE/izbIUHy0UVoOrSpZNzXq1YnuzFfZjUdIOE/u+YIzMLgWCK/ZdhzMy+jVVg6qFYqysY3s4sKgryqqkqEpUWWHKkmQN9dKhnBAYnj57QVMXZLfGVA2mrFmsV9ioyMaQ4oQf+zn+uJAgICApGQeiPjn8r095QfnxlXOC5Mm+Z+xaxr4VZfUxCSgJQJdiOLmjptk91FqLVYii3hhSDidBaFVVJC//bayZs9MdVptTZkLOEGYR3aJp5DQeI+3hcHJTdc5RlZb7Fysu33qb3aHjdt+yO/QMUTH4iI+ZYYi0vRhGamMwOKaYSKEkZEM7yKnOh0w7iQLdpZ4yHhlRI2VdsV6vT4FBIQSaphHtB4bFcnZ/Vcw3pZz4sRZV1KAsU/ZoBLRPFKAV1QJUn7BWhLDr9Zpnz54LA6YoZ+X+MDNmIsMwARpr3CwelAS8fhhIMZGzpqrcHASW53z4I/VV03Y9PonTrHUFmkSYBkJMp1jdhBAMYsrY2QY/hHDSFRWziWIMAZ8jOMFLlNKEMcnXzQcTZqfixWKBD5F+GEk+onUhyZoZxlkY2iyqGRCeWC0blHEnzE3bOekyh9O/nDQxazTCGDQUKGpSCkxzkFnKAa0Cq6Xja1/7Mp/70hcw5YrLB29hncFYhTMGqzSxH7l66kmjEneDpmacerwfUBoWy4piFtgprQgRdrs9KifO1hvBjMqSi/NzpmmksHoWN48z6yww9J0ozP3Aola4Q4GynqwN2hWUiyXrxYJpGLm4OKc9dGy3O4ZhRGFwzmOMOEqomGZtUo3SkqDZLJYYa7GFRRvZWo+2OkcfMOscrnakeIyKNqKrkiO/mE8aiaperVZ88QtfIPg4R0IMGGMRGzIhRiitGNqWfhwpi4J9e8BWK6Fyh8jm7Iy+FW+x9exKMPqeTCC0QXQ36zWoxLOnT9m3a3b7mqwdagh0PrLc3CPnQNe1lG2LMrMVvjnmy3/y1i8Lyo/V9ghxFFVsmoRjPgN+8i+RUyRHcec9ZoFYZ8X6PXhClPHQyV0giwW3mqmOx+/Ydgcgs1jUopnoe5yRbWmceuKc2ZCy2HsQ83zKFy+jouq4rBesbIl7dM4QEzHL6aw9eJ58cEvbTxyGiZADKC1jsSybsSns7FMllt5VUcm4IEeGrsU4y2EuZikl2rblco503e5aXFGwWq+pSkc3/52sM6QYqUxJWZd4PzCFAWKaW3aNayoKJw7CsulEnCvYbncYM4jVSRbQO/g4uwdrjpk0RktCo8mZFBMhSC548Ef7Eyn01jmyEhwrBWmrckqEHGd66lw0ZvvxjOS2jyEwjZPQjpUkDbqyEiaYks/RyczjkzQXudkaPSu0yuRZH9EPg4DMShNmNbsxDqPB2oK+G8gaYeT5SOHEgiNMI1YZikqsXlT2qDxJJ2lruQ6DfD/jLNViKZ5bvufQ7qlKcFXBW5t7uHqDcguME0PConCk+fcmRD73+B5D13Nzdc319Z4Qe1IeWa3WrFaL2RfLQNsyDh277S2QWa0W0sHO40ytFMUsPF0tG8I0sNvtyNFTrVYnx+AYBdtTtiPP/ljrszMuz89OEbpHnGAYRqpqAUR88JTWSbqps0QyxlmxHKprfJiYJn9ipMkYTJ9wvxQDIIalYsRoUWJtMdviv7LON48sT5484+nTF7OIVXRGuXQsFgtyhmaxYhyDULyzZO9sNhvaw4G2bfncZz+LH3tx+R4H2u6W1Wo5M+cUi3XD/YeXVE3B+uyMbgjs2meszy9ZW8GXshKMtqqWmKKmrGqMyZ+YjuTN9SkvKOrO21nqniM5e0Ic8FNPGAdUTmK7gXQjOQZIMmMFUS4rFMoYrNHYZAgzOH9cMUYpKHd0K9ZqgveUVYU1CpXC/JxycSuVZTNRGa1hHDvJ+rZmjtbNOOWxJhOmLQtrUcZhC8d5YXj34i181ry82bFtR7bdxPObHYd+orQWtMVYS4oZnxQxawoEc4lhmt1zxWTx+Dtst9sTWy3HxP52y+AMrrAolee4YsuUA1VVU1hLUo7gg9gH50yjC4idANMxMU2e6+sbUsqM4ySnRytYhBhjOrQ25CRdnDYwesnoCF6s7nMSYLsoijmfRYvCf+gxrqCqHOMU5iIdiD7gYwKVwGSUFvV3e2hPh4eUZdNxhSPMJn4xAVmEdClnRi/F3hix4UiAOQolU2KcJsZeBHlRJfQUKUym6wfaAc7vraiqkqKoiDHjJ6H2WqfQOZHDCGYuHkbYTDmDUQplhPKcgyYrQ84Wqyx1ctTaol2NLS3ZRIwLWGcxJqByJCahw5JFlLlcaFbLBzx4dI+L+2e8/1A6BWsVMYqIUjLTewpnsHXJer0+CU6991SlwxjJzpnGSGFFMzHNBaKsKpRRcuq3FpUVfhxpt7dEP3J++YCL8wsePHjAOE588MGHgtEM/YyvvQp0izPGtlgshKgAdH1PjP4UN3AkDLiZGKOYGWDOoo3gXtqIjYkYaIpbhCSDToA6aXCECCAHnXaQPJ4YAkkptNIsVisOw8RiseDhwwe8++67YnjaHshJUi+XqyUhBYqyQBuDtYbVesXoJ4Zh5OWLl6zXG5YbhfcJqy0+Joau47A/UC7PSClh8ux6Pe9Zwr78T2bH/GnrU1xQ1Bv/LTNWpRI5e2IaSclDivNcPZGOUb4pQgpYa1BKi7swae5aZDOZ/Kv8cXFkURilxdDRyJ9d6YxbLpimkf2uhSy6jWkYiAmauiYjN5KzFmM1m81Mn82Z0hliDFTWkZExCkzYlPC+l9m+KzhbJNZLx6O84OF9zYurW5696Bij+DyFLLnl0+QptNCPDdXJRgM4OQ4L6yqiMYx+kOJmStHXOEMKiTB5Jp/YHw7UZUFTyakyBhE2hjHAuBdiQs5zaNa86ZSieQheGFhaWVKKGCMZG957COLTdez6UxLqr4hLJZZ2nEamUUSUKiWGYRRMRilCimSlUeZoP8M8vlTMnpBydWhh6qE1McwqeTULX43FTxNTkFOvUZo427b4MKFmy/d929PvWzkIKEc7BqYkTLFVs0Ari8LM3YngF2GUgC9tZi+qIs9OCz3alBhXk1DIjybXn58mOewkL4cTredMm4QxCCaEJ83zf60g68w0SbFTRtysy1Lx9uN7nF+uuL3Zs70VZ4G+mzBGs1zUXJytca7gcNijSkfX95RFScqRMGNvAoArmrrG6uMIKgEl4zRSKBHfVrpAp4TvOvKZ5/z8jM1mwx/8wR/MWTMacn+6X8OcqeJnZwM9F4LdYT9TzKdTCNdxncLbMjKOdE482BCXAqW10J9znkWQs/PvGzuEKyq0kUKls1wr0kkrukEIIovFguVsXtnPTg8pwzCMrM+XoCAmxaHtOD+D/aFHa8e3v/MnhBBpVheEpIgxy8FFC2liGjo5pBz1KCmRlWBJSmU+KRXlU1xQjuvuC5FByQw65Unm1iTpWmIgBU9OgRyjFBWV8NGjtQB11uj5ZDs73xqBXRQQvbzoGWYLCrHdGPt+znGw2EJLUcqvFOJKQV2LpbealHgtGU3XdUzRiKOqNoQQcTMrx/uJFALejwQvoxtlHBrNSiXO3zrjMxfnfPeHV7zs9kyxwCfQZUG0Dl3ISe2YjHg3QOrkPWSsTKFyYuh6mV1nQ0py0VvncNoxdAfiqGmqEmLGZEUKmRwg+IlpmmY1sqj/x8HTLBqq0s3BRwZjRE2fkzq9TMZYAYqzQs+xrDGkk9g0p1dCvGEYGGeTwRAlNkCs/mf2UAKMaCxiTLNiHjEPBEYvm2FtC3wMFEbjY2QKYq6ptEZnZuqwQmc1n35FtFY1C/pxpJsE/C7iQHO5JvjIOHoW6yVo8YeKCQqyUJbdXBCdIxuLsQ5jBmK3nSOVxVrkGA2QshxgtDFUtYD3Wqowk49zfK0laTs7FisKbZhiYpIAG7BCrV2tKlarFW+/nbh6ueXp0xdM08Tjtx7RHkTM54ym7wesUkxDT7NoUFaIEsGPRC9W8ma20RGzyZIYAxfnjqHvqQpH1VSkHDlsb6ltzaNHj3j06BEhZPpuYJriyQ4meMEYk5fANLSinwbatqUqCrTKtG3PMfJB8DShlscYiNYSgyXOhIq7qaHJWNBaOt6c2Ww2PHv2Yp4mOIqqlHsbRT9N4tCdM/v+wK5tZ3q94Qu/8iv07QHrpLv1fmKcPM9fbllv1mSlyBT0U+bewwtevnhBP0aquub88j4XF/dmTGcOcWtbimY1F5Mk10T+5HQld9envKAcX5F8+idc70CKnpzjnEEhIPwRNzkB8oTTtEwb0R5M48jkJ9y8oYQwncKzjFLkMNu2w8k5d7Fo5EQ+iqX9ZiMnwHEcsdYwjgPHzPNxGmcMwZF0QZ9gGMPsxjpROlHzjkERRumgYpRTV2ktLkdiP7LWlt/43H2+/6Ljjz/YYooKQJxvQ6SoJIxIay26lTnrO8ZIzJEcxMyxqmpAdAXW6DkPPWM1wp+vS8iJ7rAneo8GCYwKw5zmN54iZmOMM98eDocDc0rx7O5ak5kjVGdgVmbtiA3LOBJnDUWMSVhCSILiNOslfJjwIc6NjSakiA8JHzOJeBLQQZYZuzFYm0mjFNZ+EE8nWxX4acIHUW/rYxGbzUHvhoblBG3XY62o4LthYr2sRdSoE1VVyQaoxQ3XWIfR0pEUqiLoCZUjWWtSEnseFaNYxGhN17aklHFFKY8pcSj2Y4DkMU5GVjGKu4Gz9ZFbQp7NN484VEwR5RRpGgSb0SUKx2LR8M7jx2hluX7xgttxJMy02rJwp2skeI8zBVVZQukIoxUKfAykOUVTKUOMnkPbkpOX+wTJUElzcayqii984Yt8+OEzER6GVxHYCPGPyU/UTU3bSxfQ9T05RUpnX9NphBDo+166lNlPT4xFxfpGHwu/1mTj5L6au5NHjx5yOLRCGNGiS3LOMnmhTUuYV00/DPPvpuS6neMmVHYnPK+qanxW3FzvWS6la9rvB/a7nq7zXF4+4q3Hb3Fx+YCmWc5dnuTidPsDq8s02zy9MjH9JK5PdUF5JWuUf8KdKTEYNJ6U/byRK2KGlDMqq9OLGkLAFeZ0AedZ7NbUIlYbp4HJJ2LI2FKCjnwcUFajYjplrBgnAURWy1x37Hu63ZaUYTknwlWViBD7vpc56jEWWCmCFwv2qmpgVnfHlE+bsA5aOPrGyBzZiCtsyJ6376/IruBP3n/JMBbkesWYHJVWlGlANRKelVJknEZsUcr3DQkfJ9I4x+HmRI7SORitUCTaw0FyYlLGKIWfJinWIeDHjhC83Lxq/vqsSAl2uxZtNK4oZguNSN91MD+eSCirZnBXMk5Aoa3ktWhrxbJ98vjRM3iPj5kpSIRrUhrvM+MUBPfIQq1m1nikLCwyi8LkSMoZRyIMkyRXJsUUspg1IvYxQlUWUao2RrRDVU3qD9SuwtpCvKi8x1UFCairBh/BDyNFCdY4nDVM0UtWhhGwO8x+XLUVy3YijLNC+3C7pWoWTEljywK0JpMIURiCLozEOLMLdU1MPckUaFXP2TGFgNfKcLvdMe529H3LNCaUqbi8fIg2jpAy9++tyH5Pu3UMQ6Yu18Qkm/bV9a2MLAMMZqSuK4JP+Ek695wUTbNg3x5w1nC761gsKpIy3Gw7VivFqoSpPxD9xGcev8VXvvRF/uRPvkvbDQz9hNWaQhtUFCKlHz1d6ChKOUQJ23IuJlnwTnGqECJNchad77DArHR5+th9h4Q+OlcrjTWKtx7eR+XIy5dXHLqeHCNhnCiUYbNa08+05il6YopgNbqwLDZL/DiANTSLivbQM/bQDRFlJprGcP/Bo9lOHz7zmXd49PABq9WSECQeIKEwRUm92tAs1+IynsVj0OjZwl4p8i9pw5+0JU7BYOcxgcPkgE/TDKJL8cgpyegpiWWCmfPHc4pE709zbK0sMc7mbmWNKiqsVrNxpGg2QhKMQCnRQCitmcaJiGIKkbKq0LYAFEo7tClI2VM3K7HaUMIqUXO7XjY1ZVHQti0AF5dnGJBNO0mConFi3yAZ7RNxSpA6vvj4kqIw/P53ntD2FtVcYHVJbQ2TzzCMlGS0y0StUTlhYhLqalKkMZ1GYkVRUBYFKkZygjAGpnEQL6c4EUVWj1UarR0xekLwtK2c4g/tMD9HPTPAxBLkCPxqJUVrypkpBIIX+jEofEzEiADuweNDJMJsAS6Aqk+JELPMqXHyNfMcPOWMj+IopQ3YrDgyf5jk9LwpKgjz18/guM4SCRBmoWdSEGNmmgLTMMkmNgXKqqCqHUkJ9TiiyCFjXT1HPwdGPxB0orAF/ZztvlgsxO5nGOh6zzAkCqOI0yBjNjRaFxjXyDUl5GWiF53UvIUSbCBrS4yWrCZKs8HpQg4CrmK9KRg7mA4tvpvo+h6CZrVek5V0eJuFZby3oj1IMuUwiDDw/PyS/X4nPmVhwijJfB+GgUMrv0c3BqwzEGG53uCs5sMnL7h/7wLvYb/bc9GIhqVyFb/25S+QQ+b9D57y7MUVm+WKOHmUVqLhORxwZUEMch9YY8SiZN541bHT1CL6k0OLnouNdGkJ8RTXWQ5d2QcweR59JerKcv/eOVpFpicTXduiUqSwBY8fPuKD5895nm642m05P9swxUg7dPhpoGt3lEXB+fqCql7x7OkOG6S7/NKXv8S7n30H7wd2hxuqpmDRVGgteEvWiqpqWK7POL+vKepG6MJGz8JNEeAy0/U/KROwXxaUN9fMoIizJfjxVIACV8jFe7QgsaWbmR/COgnzyCZlma+nLLYRWgmdeJp1DUJXjRjrpEhZR/JSgLS1uJQpqxrvE4eupSxKtDVYpej7HmUKqrLAFQW73e4V02YGKpumISeJIJ78BAqqOQtlGIYZ/HZYE7m93QFwuVrx6194zO9/9wndIdLGDSxXQmn2kT6OLBYGn2QMV2gBQ5WSk6HWZmaFHeisoVCavjsQJzF9VEaDMiglliQ+BrRSolMYRcTYdj11Lep6PQmz6GjWN4yiXi6KgtEHppylYKSMSokUYfKB4IXJlXI8sa5iSoQkxWKaAlNSZCRfZIqJEBNZSQDa5APKgM4Kn+T7p/iqYI5TICpxBbbazN2JzLWZMzqSnn3A0lHRLNojpcUqpG4KnNNMPjAMPXUtCnmlQMWM0Rrfi4WNc444BdHTtAcGH0nKMhpwCozTuMJgqoIxiEB16gfiPAYr65qyaphCYNQGV5TEmOiiIwaD04ayWlG6Gu0TUSuaoEmuZ/fBE957/0MuLg6s15Uo3JVmuWwY+j3j0FEUC/wQKQo5HHRty2ZzxqKRgKymLlEq0/c9D+5fslk3tPs9SmUKa8kjLEpHaWREmtOEUo4UB6pS8yuff4x1mqoWIF0lxW6342Z7y3K1EjsZNVOE56jhdFSRK/3q7SwCFA2JPgVvKS0ZRXnGN5mvl3QcKykl1jAXF9weevquw1jDarmSvJIslksxRC42ZzRVRX+QgnLv/B45BkI/sVyuWS8npuHAg8tzHj96ANHTHfb4caBLiX4zkPpekjqVZgqJZrmhWSxBq5OVzZFEcOSmfhIKyXH9sqB8xMpZNpBEnkcYGleWMI99lNbYYo7fjR6NAm0wTkYZOUn+gplBPklpTFgn6uOUIkVVYaMEjxljCWoSoDkKAJgzJJXZnJ8BitF7nLOszzcYY2cxJPgUJFK0EEX3Yr1Ea03fjVRNQ1YykhAbk8xqI5kofuioCs3ZsiSbxJQ7Hp0t6d855+vf/AG3w0gXMtE6GbeFidhNNKV4J0nyo5IToZWZtDKWNI74EEnJ444YS4qip4lCHdbKoI2a/8YabQucEguZhAZt6XoJZHNFAcqI3Yi2jFMgpMSYooj40pGdZ7BFQUJLngVys/kQ8VEKSspK6LVkfJSOQvATRcpIwQmCpQgUJLN7IQdAURh23YAlQ4zUdYXKWYx75p/DGAhKxmlZKZbrNZWGsZfUTFsahiEQk6GqyjkTRTLM67qSv2sUXMbZAqccu5s9Ye66dFFgF4aYEk1TyW+pJbI2aksKMnu3rqSoV+hyCdWSRb1E21JYUDGgtEO5mmxqVLUGV2EKWCxWjKZhNz3j3tsl+5uX+GnP9uYKTWCx3KB1xWLZ0PWBtuvp+oP4BCs4P19DTgz9QQ4uRcmXvvA5ttstjx484GzdMGyWhEmwobcvNyyXDSAEF5Jn6PczScCybBzvvvuAh48uuLna8eH7z4nJ8+jRA4y1Yp1yLA5KCU45F39tDM4KMG5mgoSa8ZIjIC+j6vnPqC3H7VkcesTLSxtFUVasNivarmWgp1kusM6xXK0w1mBdwaJeUFjL2I0ykZgipIQuFcuqIqw8Kq/5zDuPiNPAtp24vn7Jy2fPRDpgHUUtWpMia+qmZPSB9WaDLiuJkUAOvOqXGMovwBKm3klwdzTiA0CLSjZrhSsLtJndfbMUHGvF1db7gZzkhpaj7gwSz+7EKWXU0anYKlRMaCsas0TAGHXKUKkXgnVM0ySgv/yIdH0nttop0SwWs/APmkLCgvrZyTZrma+iNVkLQywBZV1TVZY0dThbiQ15trR+4sufuUfXbvn692+5uYEhTJxd3KeqSlIAozOGBEY2djNni6jZK6uYTezCIK7McnMrXFUxDQNhGulmbY9gT9JZeO/R1tJ2Pa4oZVOfHxu9n41xxOhRWYPSFm01VonAUBL0ggQhhUjWQjEOMc0eXeqEl4SUGWKcAXpFVpqQMiFDQFhokE5d6vEa8NnjYsYgTJ9sAnrWNmggx4yLEI2WiIApsNAKdKZZNdAP+OQZupGGmpjl+4QUUXZBGoRwYbVlsVxgjWWaPOMwuwGTWS1rtoeOtx7dJ6YwxxR7PBldWqwpxOFgc8GUDdkuoFpCtSFg6aeDxNcqQ7Yltl4STUlWDlVYlEnce3eDrc7ZvnhBXTdcPf0+cTwakCYxM9UG5yze77FWo42lKDbcOztntVwKu8sIC9EYw/LtBxTWcdht0Tpzeb4hzqzJ58+f4scBWzqqvJLsFmPFKSFk/ORpFguq4oLLiwtubm4ZfWAYJmICW5TSnQYvpqx3lO/HU721FiWZxacc+uMR/6jpUMqKDGBuK7UW+rFKCYeiXiwkBnsMaGcZ/YirSlxVsmLFYrGi2x/w0zCzQiPnmzXL5ZqiKFFqx9nZmqap6PpuvrcD77/3IfcfPuL8XqAydiZ7eFZnxTyK1WKNM8cIiCG3mn/XV53VJ2H9sqDcWcf28WjbICB7fqV71FpOOYBxhkIpQgySlzArfo1xsnHFSIwJo4SOmpKcOJVNhGmaExIdVSP0SetKbFkTpgDzaGe32xKCbCZmtl7RM4PEWEs54xXNYnGi+MYYKcqSsrAowEc5XTfl8sTUGkfxJXO2IYVJzMdCYl1UeAV/5qtfYMw/4h9+9xn7q54QE83qjPvnZ3T9BF5RlpaiKk+nRKI+fX9rHc2mom9brBHSwDiNMv7RhvPLe0Q/zdhJy+j9KXPEOcf17VbijufES6M1ReEYhhFjNF0/MM2jQmuUgLE+zWFXM7ieEjEjRR1NiJEQk9B9o2gOQpYZesoy6krHjyVxfopzpsvRDSEFyebQOeG0IY1izGjIOGOIKFzKrLQ4246jZ7m0+DTKSEzPdHJVUzULsYcx4hWljMWHSLlqWDQL0S7MuSDVckXqOmJK6KKiUIbbbU9pNSlNFNWCcrkm25KoHKq54EUbePDWY7KuqVeXZFVgXI11Ld6PIigdo2A5qaNultRNOV/HidXFA6wpeflBYMqGmDSLssRZg0GC1IxVbM5W7A8tkcij+49YViVGa8gFzlkRNo4jXbtDobi93RLDxNl6g9Hgx4Fp7GcXb1imwGq9RluLtkZGxynjrebs7BK9rqjrgqub7QxKW9GDJBEkGiudilIKVxRYY4WSfywoSiK49cwCy8eCkjMwxxIc389H2k5EmUxRViw3a2HEIbn1Y/DUTUO1XNBPnu2hRWtwRhOUpp0mEooxJfbDINMDL92199COie1hArelXl/jqgZjCkrtUMahrDu5M9wtdFoLlnL0IPykrF8WlDvr+MKkmeqX52Ki5o0nKyS/wswtdpb2OiLCOzl1J7HaQESFk/diHzLrNoxxxJionNCIvRdH4TAJjuBDFH+vfmCaI2eVNbhSblQfAmVdC8fdyThKoWYNShLFeFVijCZ6f1K5ny7CI60VB1kEjE5pxmEkK0cfNEVV8Od+84sURcE/+OZ77G6eM/mETrCqCoqmwLcDRYjkhZKRWIZh9DNlNkryYAalLat1Q/AjYRqZhoFD1+HHEZBkvjiPm1KSbg1gmDwoRVlIN9iP4sc0ThM+Jsm0MJIi2c6RvmVR4UNk8jKuVHp2lg3pzugrEVHSjeQ8Yx1RCgrC4PPpaBPOrFdB2H1kYQTlTNSRMKdcGpVxJuFiEj+oRQlafmbWhbC94oiyr+xdhAyQOTu7wDmD1lDVlnq5RLkSnUHN2hJjRW8zdh3bw4guKgkrm2Z9RLGmLNeYeslkaiZXsTzb0EXHstnw8rpDKU9RpNlDTnPYb7m6ueX8Us2jxFu6YcDVDlcWODTVYsWjdz9Hyp6n73+HQ+iIaaSpzMkVIedEQsgTN7dXxLpCI35rXdcxTV4IIcbifSBkw/Z2ywfPXtJUJX275+JsAzlTNxXPPrzi9qblwaOHNMsGo6xQ3l3B0Hc0C8tyVYsbxEVitxvYtd0sOrSiwJ+Zmc5Jd2SsMCwlREad7gFme/o8a8diyCcBZk7ptAdkJflDtixYrlekkNnd7hk7z7br8EmiBZ7f3nB1/ZL1aikR18HjKEjOcdN2vNhuqaqG632H95G6ati2ntvWk+1I/eKa1fqcs4sKW5RyvcYkmJDSwj67U0w+ietTX1COYyRg7kQEkE8xnjqWI8aXUpw7lmOrmWcgEHL0cqLNCI3v6HSaBRx11pCTuOSWVS3uvOOIChHnShSKOAWxbkcUwEUpM+/lLGry3hOS8PSPjwtO4CnLUlTKs3I4k2aLByWn8xBI3lOWMhJBK6YwoqIHEq4qSRh0Fjv+y4Xjn/1Tn6OsGv7DP3qPq/0tOSl8U+HY4Fxmij1TCKxzRivBigpX4KyTdKsU8d7T9R1NVZISWFdQa0UMgXEU/n6ahZAxysZe1wLoHo32lktNUZT0fUff9ZRNTcwwDRMxJrwXi42UxbolxICyBq0tIXihD4coDK+U8UkoxKP3hCikislHeb1QeMkDe7XpgHQ9CLPLIoeMHBPkhEwphSSggGFZMGjFaA1dP1AYgyGjjBIhYJ7zTySGka4fgMSDhw9YrFZ4DM460XrESFmWmKqlXK4Yp0RZrimsodvfMg4DZb2mKFfYakVQJWZ1SVIGrQs+fHZD4WquXjzlwf2HPD/IiGqxWhF84I++8Udszs9xZUlV16wuVzR5gbIFzA7Ub33m8ySV6Q9XuOkaqxRlYdimnu1uOycsZsZpYDv1kBLjKFEDaj40bTYbxinST3C777i9veadd95mvViSTUGKAVc2OJfZ7rZc21uMEQeIi3sX8vXeU1WSjbKwDWaUU74yBUq72XfNzgVDz04W6tUmPBeVjyooIt7lxOhMUe71FKO4OCjQXtiCzK/3zXbL9nCgT5HBB1JUHMaRQKbxJSEndOF4/9lTrq9v2O52PHzgeO/pc6Yx0jRLnj+/IZuapByHfuDDp0/pxon7CVbnl1R1w2K5pG5qyroUIbMxHI+/p/3pE7I+5QVFXoo5RFWmWnkg+z02jMIeSlkowCmhsxKTvCzsEWMcEEhBtCZKGUke1GrWHEScLbHWkCXYA+NKijkqNBGxhaLrOrS2IpTUipyivM3pBB6Oo9jcHzPAjbGvGFazFsVqMVA8WprEMCuttaJaVPgoArlo5XdVrkC7AqPAzptxhWPpCkI3srCW4lffIufI/+sffoeuy7wYFkypoFkY6lpR0hMPHp1gUW7wo0LZEl0phrFHIbbnfd9SWsPUd4QoDsIxJCYPfeclvS4qYkiENJGiWKjUTYk2heTZJ3BlTYxin5LmebI1QhTwfiSGEa0tPlvClBkjdAmmrAkoPIrOB/opEZMixKMrrVjhgDgZvNp0ZhCU2eZCa6zSM113Ho0okVHGnGl9pIuROhlCVrT9xNlyhS0sUxxFg+JnN2FtxCWAxP2H91ifn5OUxegFtiiwZiYcaENla9ZlRVIV5eI+RoNWiWfPnqDqmjZGFsag3YKiumCaJiYfJUc9RxaN4+WLD3j0+DGHrmd32GGdYX/Ys93t+eKXvkxd1thsiKNnipl8HLeUC1aXj9FlA/tMbTW930FRELVimARLctagQkbnDClyb7MiRPHtwjiMbbBd5tbesm87klEUqwZbWDbNGaVzhJh5a73k5vYlT59+IN5YD+4TxojOGsZMZQsRZSoJTitchXKNsLj0q278TSW8mk/2R3zuuAMct2aFCFvTjJ+ShdAyDIOMnasK4yqcW+DqNYvLC84OLfuuY3840HUjRuk5RwhChNtdS9tPTONESoZhgq7fY4zDlplqseBPfe1rnJ2vuby/4ez8jHv37nN5eY/zy0tW6zVlVVHVlQTf6WMx0fPP/EuW1yduzZE/KCLRH/D9Fh0mdJbRF7OJ3tF0DuQkk1ImhjhH+oJG3F/VDOznJLN3shIW0qw8P+ZkK+WYxomcNSF64owh5Cj03tOmBicLFFFv23m0NGM9s6AuIZ2CmhXQ0zSxXK3AiCeVIUtuuRLA2mmDObqxpgR2wIZIDhFXiLgr6cSf/spDYpr4u1//PgefePEyUfdr6sqyXChCiJTGMPVbGqcYlGgmqkbjR49VoBGfKVTGhyBZDs5AymJ5oRSBjE8BqzJaSdLekdmVUmIYA0Yb+fmTCNiOI4oxiB1OSAEwDMEzhkRUCp8NQw4chpHRB/wkehURwGmMVuJ/Nf+99Txnv/v313dOukab1w170ivfJ0Wm856m1Iwx0/tEzMIuIomy32gDGZyTCNzNxZqzizMZ19gS61Zoo8gmkzVYV2EWBUqVTLngRZ95/uwpq2WD95anu1vONytCO1FvDH3vUVlx2LUc9ltKZzBKEWLP1c1z6sWGRKZZNjx89JDvfe+HPPnwCWdn5zhbsFg2gJiBZqVIaEyxQLtALjeMYYRiSVQ9u26Q9EiTODzfcVatuX++4eLikspqJj/ho2J9eZ9xTBy2zyAl1mdrzi4vqFcNjkxROZb1gilkoQk3hnv3LwR3ubklhBu0cqSUeeedt6nqitI61uuCNlmCFZdj+xMKijnqNuC11xU4jYLBQH6FoZgZBPfeS/cc/Oyp5iXGYE4TPXbS4zDR98MpPfWYl+OcmJs6W1HX9Wy/L3EIZVlS17WIUp2lKMXg9OiU7JzDOYexdnZ1lhKilJqPNMfr7pOxfllQZljLkNEE/NQR/CCK8xRmG49XF93RVsN7GXEdCwpzkeAoKpupi8cMk+PXHeeyYuVxjDh1tEMnJ5AstNWmaVBZAHjgdHPcfQtSOJQxp6An5tbeFUJBNNYw+glrDNWcYa6OfPa5YMbkBfMgoXQm6YStxU11WRRMJvMX//yvoQvNN7/3jA+ePWe6HaHckPuC0GjW6wJjEn16SVEYnLdMey1dSRbLGlKgLkuUK8lJGFn96OkH8fSKUWi6zkLpDFlpwVLgZM6otGSLj1EA+zQDsj742XrFoObxk+SFZ4YQ6OdY2YTCKkNpZqD2TuE4FRR9HLfPH9MiejttUMyZ7kq/9nWyEk5NDOPINnsKSg6Dp24cVS0ZN84aCltgnaWsytPmkXMW+xo8Pgl+UzQNydSEVOC95cXNAZ8Vq/Ulfd/RVCvGPqJ1g7MNRbGkT5Lj7r1nuVxy/fIFfhyEdVUvuL29Zb3eME2ey8tLvv2t75IzXL28IqlE17c452ia5nSdicFiphs1adIMk2MYFS+fb9nvr3n08Jx7m3N2t3texED54B6FkZjlXT9CUdEszmXsNw585Ve/wjtvP2acBsLQ8/zFNU/Dc1JS/Nqvf4nLs0fkLLkl+/aKnAzPnn7Aoe242d7yla98hXK5AKRrz2UtAVSIDdKRyXX6b61/7HVWcMJU5CBmUXfSW/O8XVczGJ6UqNSPYP3Jboej3kjPxBI7H1bkZzFmttHXBceMnqJwJ22TUqKXSrNT9/F6eHU9Hn+mHy8bn5RCclyf+oIi55IEJLLvmdotaRqIfiT4kfwRF+PRduUI2J5e8CTjCaPF88o5g7XudFMeLVribACplMJZyzSNGGOYxoHCzf5HWQKFjgUp5zzbspsT2yMrwR6k79UyWlCKqPRMf54wadaJlKW0/EqccdFClcwpnhhtaMU0im29LUp0aXCFYeUMZQr8F/+Fr/HP/U7g6//o2/z933/KDz/4kH27JI73CN5h6owqJ2wKrHSJCpm6Erdkq5VYyvdetB0BvM9MASKWMYxi2W3F/sQVBf0UCG2PsRZnLUprgo/0Y2DIx4KSTqw8NTPCpnFg6HvCfML2MaNRLOtanks5nHKnjvNYoE+vsRHXaXX3plbq5Plk1Gx9fufaeLUySgXC0BOnnm3n2Q2Rpc+cNRXWWaqioq5qlFOslisWy2a+hhTDOKBLg7aOgMIqiykW7G8nQjTY8gxnEO+rKOFhMRV869sf8NVf/3VCUExBGH/eGHJO1HVNVTj2h70IW7Wbbd0Ldrs91jmeP39GVVeY0lA3cpI+0m1BuqmyqnnpDT/6/jPe/+EH7K6v2e9HLI51vcKohJ8C9x6/w/p8w+7mimGcUNrw8voWve3Y3Dvn0fAWi8WCb3/7O6yWS3KKGMRZN6vMD370Hsubhnv3zrm8vEdZN7z3oyeScNhesf/299hcXnJfG7IpMYUcyvRM3b8LXL/2/jzC1HcPAqcDxRwRzKxC5w0MDYSGf8Rc4OS39ep9LeyxuVi9ht9ojUSH6zv7gewBJ9xTvkj2JaVevybVJ610fPT6dBeUWbymFOQ4Mu6v8e0tRDG6SymeNpVj0XhVTPJMaTXi9eU9aC04xuydFGZr82P7fDyFplkp76xlHMYTqnY6nah8Chk6srSO7qlpHq/EFMXhV4NxBbYQb6aYkSQ6nVHZi00LciP5yZPDTIfUCltWaG0xJopt+jRhXCbliXb0GKOorKIqDA5Q2lNtDH/5L32N3/jqF/k7/8Ef8P/+D77L7qan6++j6hqztNhC4dWBZemYvOfYohtj5Y+uJOY4ehnzoTS2rMlGsCqfMreHQVyNncSetqNHEfEh0E8Br0SEdnLY1cffM8lroTJlVeKKAm0dxhYSjKUtThspKEfq5fz3P924JoFOp1PuqejM3k92tr45biD6zmhFKTXrjSJpnEhDSzARryxZyQFj8hNKKSpTkXOeWXKzmFZlkh+ke9QyKinKhn4U1l9RLkAnJp8pqwUpacYh8aMfPePhw8+wvv+YyoqPWl1VDH3LOA5oJb5w/TiyuVjPo1PNZrPh+fPnDP2E0poxjHz+C79yMlQ8esgZY1gsFhTlipfXLd/93nvcvHhB4zSff/ch3mf2/Y7V5kxo4SlQlDWr9Rk3+5ZnHz7jybMXrM/PMdrQftjhCsd6ueHp06cngPx8s+Ly/kNubl/w/OUVPmacq1ifnfP0+S1//O3vcXG24f0Pn3N2+QBj53twvlaUmUWMc5HQ+tXbVxv98TV9VUzkoCjjpCOGxpub+JxO+pGdwvwhrV8VBObvdfwZFHIoOlKW7x5GjkLKH+ui3vj3SV+f7oLC8YX3pPFAbG9JU4dBtBt3x1THjfw4t1dKzSOqjPeS3OiMxahXti13R1PAadx17DBCkPTFPD+vKwrJqZjT/o54yfH0DYjALUvmhHFiBmhdIeOtoiYrg7YC6CZ/YBwGog/zDVfOoUpgrGMKgZxm+5Qs6m1bNICjnTowBmNrjM2URs0dgWGaIg8uFf/N/9pf4DPvPORv/T+/yfvPr9jdWuy0JquEtwOtEwsZ6wpcUUl869xpVUaRlGGMkuWRkTyXaZR8jtKJjsZYjxsmKULei81FzmRt5+5Pn2bNReHmkK1zqtJgjXyONk5GYUoDAqhrZU5f++rml5s2zbjnsVC4eRZurBXhobGvgPs7ozCjJRpWWYFLcwLlPXncYuOOkDqquiFPEaPFIXkYB7Gs8SNF4VBa4fsBbACX8GNP3N2Qc6AolmQVGaaBRbPAaokvtqbg0Vvv8M1vfpvHn/sVqnXDYMTK5Tj28rNjdVEWp5Ft0yzYbM7407/92/yNv/E3JefDat56+xGXl5diDw+nDtkYw+XFGefnG/aHvYhQlzWuXnAYbolJUdiSm9sdy8qxOTtjt9vhyop3P/NZdv3Id37wPe5dXnCxvmBRLRh6Tz8EPnj2jLqSrimh+OKXv0ImMo0T1lacXTgOoyJgud13PH1xxW+V1cyECzRlgS1K0E60KPMh6m7BuDvi+sjNOh8tWn5885aJ1usQ+LHjOX6GyKaOz8fp0JlPz6fvvM+M286F5LWf96OLxy8Lyid8qZkmnIMn9HvSeID5dEg6ZkzMGAmv4yjGCLB6LC5FIbYq09SLSjYlnCtf6yqOBeVu3rWd89q1NuQcZ0FVQgFlJZbyx47o7gVl3TyXdQV2VhYnbchGbNIhiUtsFiBaZfAqYpUWSmqApGRzMUqT8kSIiaEfJDhqADMpcg7Ui4Kilk0ZZSlqR6GEXvw7f/rL/Kmv/hr/j7/7+/y93/s21/srpmAY+wk/KW52B+pmScw7XFWLg0BKtEm8qkACh8ZpYhw94+DFJNF4isJRKhmD5JwgC421LAvqpqYqhUbpnDuNaATAVKCOQVIGox1GW0G38nwCNcLYM0afTo2n0Ydzc+CUPuFgJ/xEqdcLyhujCRQkPBK8JtbtJmwIhw8J+wGVM2VZYo0orbWS8K5pEs81ozVxEMfkMAVGUzIcBg4HWF+UxGQJaUTZhuAn6rJhZdY8fPsR3/zjP+Fb3/kOX/2t35gPIkHGVno+pCBdYt00Qj2fu+7f+q3f4nd/9x/w8uUV19fXPHnyhLquWcxBUcfPizFileez7zzg177yBf7+/+d3qRYNpq64ftlzaG/Z9BOb9YpmtWIYe/aHA9XijHc/+xnOH77F6pv/iA/fe5+u6zBZE4Niu2u52e55/4OnOKP43K98RjQxTujNWhX0454Hjx7z23/2d/j9f/i79IMkKroZizBaXk91YkC+vvFrfQSz74Lyd98/RkzPncmxAB2fA046lrvPe3cvUTq/9vzHe/YIoJ/A9DsF4833X+tajq3zL9D6VBeUoxo2x0D0IySPJkCW/OqUM1kb6RCQE+ux49BaQqiOo6gcIykm/OSxWj4mBSe/dmEdY0z9NM1WCtJ9SDqhqGLUPJM1RjaFGMJptHP3wpNxl8W4AuMcpqpIys2eVB6dozCHtCaOE9q607wWZanrJV3b8fLqBp0h+ATZcXOz5f33nmKNo14UvP3uQ4oqgLEYKxv3xfIeTkf6/IJ7Z4b/6n/5d/j1rz7mm996iisu2B8y773/jBcvr9l3PSGA94mQhA5so7DQpNjKDV+UJWVVYbTGGc1isaBpFjgnQUllKayYwhqaUogFx43+CGRqpVBOoQvpGIwWa3aNRiuLVmJDg7mrOL6LkWmyKUC7GdA1J3fnI5YiZ011mpfL7PRIQc0oLUK3GEVcqqaMjUva1sz2+zBGub66rsPuLNooOt+yaBoKZHMLfiKMPf3UE4PFqIl+7NHG4cNA9ImyKCjKisfvPKaqan7v6/+AZt3w4P49pnHEOYefRKG9Xq/pRv9jLKbzi3P+5b/6L/Nv/9v/e/q+O7GYYgwcA9sWiyWKjNMJnXrqUlGWhqqpiABFgY412jlCTOx2B3QO9MPE/UcrxnHinXfeZfPwnD/4+tf5zh9+m7KsWa5WXIRIMIYUIx98+CNeXl+z2jQoBS+vbrh38YCLi3vcHCZ+4zd/k7bdE7MXqx9tJbBqjotW6hWb66OAePhxltfp8Ty/sida8esdgTJHH2deYSynBzNap1fPreAYpHi6rvKrYnUsZq91THcKzi9iMYFPeUERkQHiJpsFdMNqidpUE9kHcpJNKuSELSvhgc8upSpFEbXFSAyRHDNoJxYtCPgewox5RME8xBw9ghKeevaJlGSzy8lLBKkyJ7X51LeoJALElAKmqjFVCVaTdUHQDu0KVFmRsmI4dOxebum7Fmcjm1XFeNhSGOk2DuNIUS4pmorbqy3b7YGcxUp+uw8o5fj+s4m/948+xBUVj9+5T1f0LGrPg3v3yGNmvSo5BEWzaFgX9+n6K3LX82vvPObLb38RW20Iesl2v+Obf/xHfOtPfsTtTSRQoCsDNqKTnnU9rwBUY0TQZ62hNEY2y5lCeaRfHhXP2czZK3ORP/6zRxNA+wr70LPrrFaCd2V1FLgdgdu7m45+9fqqu0Xj1fhcaMPzpgEnpfVRXZ2yhFYZHWX8aRRBOYy7ZBw1KDHPLFzB5APbm5aqsBJWVSmiijhjcIir8whMyqKwFLYQ0kLWaJ0JUajhpjRs1JKziyV//Adfp/7Tv42xFrKjapYiJI2AcuSsuN1uuVcWWANeef7Ub/86/4X+L/O3/29/i9APkDxjv6euq9m8UjoCrS3WiWvDNHXsd1csFp+nriqefPgh7x2e046Jz7x1j1IlukPLvWFkXS+J0fPg8pLf/I3fpN0OhDHRrFf8qXff4s+dLem7jr/9t/42k48s1xfSmU8tT19c8ejh2yyXFdYnvvrVL/OH3/gGUSmUczOFXBwsUGJHf5fir9Tdf69v4MeaoVCSaHnnY28WlMyr55BPu1tQjkyxO0VB3c17f707eu37HDG8O+r3XxTM5M31KS8oIGdKcbhNSvyYfBJbDFIijhNojSmQ+N8kwUdptk3XWp82kRjmgAXEoj7GMF9UIlBzSERuyp6sZI6e5nmq0lpA9TCKx5NS7Hc7cpgoTMQSKCqLLjWqNDLewqKMaDViVvjJEwaPSYo0Rq6vt1w/e8LYXfHgckNZ1xT1GTErbrcHnr+4ErFgsRBWV7FAm5JyccltD9Ohp76M2OdbHt3fUOx6ztZnbG8P4Ay20SyrgjJU7G9v6LoW49aYIaMXmnfeOued+3+Wz7/1mO9+b8u+h1RkVBFwupHuYS4oxxOzMcKSMyq/VkROjKzZfjydiok9AaHHz0PrjwE59ZzL/PrH755mgR/7urvrFY1T1hFjOzHOUib6iRwm8EiGPSI6TGZiP9zM8a6GFBJZW66ebznbbKhWjkicR01i4lg4hwqQkqIqK/q+I80eV7vbLa4sWa3XNGrBl770Bb7x+7/PzfUV682Z/C6jpqwq+d2VpAfu2wP7wwHtLJGIdopf/+pX+NY3/phut6fb71mva9rDlqISem6MCkLGaMf5+TlNU5FzZL1cwKNHfO+738NWS652PW89Mly/eMH98zWHtuXi/kPptr1nsznj8t59fvD990haoY3i4nxN8fAe41/48zx58gSlHTFFXFEz7Pdc3VzTLJa4suattx7yve9/jwS4ukanI2lG4qmP/37Sa3hEQrR+83V9HSN5c6XXJmIfhXG80RF95G6j5gPORzz2xnP+sqD8gi5R0FqUKZBsvgLlFqg0MvYHSBllEnmccGS0Ovr/QLKOHBMpJPm8JMpplTMwZ9GT0BphjuUgccIpgrIoHVEporRQl/00Mo0SSDQeBprSkucUwONJO0bBdmxhTuO2fjiw37Z0247xMKIyXF3dULrA5dlGjCqNpSxLBu+ZfOLi8pyqWpAwTEERYsfzFy9ouwNl6djf7rHG4n2U9McspIBVs6BtD6BGbCoonWW5XNAernn5/AVTvGb9MDGMWx7eP+dzv/IuSp9zvU94m1EuoXEzQ+6VjbjWx41do62aOfxmZu3o10FWbe98/uxyMDOv0D++kbx+chSH4TdPi6/GDXJd3AXeP3p7kBVm77eU5G2IgoElMsmKwZ+yJbaMuHpi315z6CSXxpUlbVI8vRr5kw/f49eS47OP15gETllCFNq3K49UVvDTQN+3bM4uME2NVYaXz69olkuquuHLX/4KN7c3aHNgcRzrpkjd1PhxkufJmRwj+90O6yw+BJpmwe/8s3+Ov/N//1u8vLpiuWmIMWAGjytGjC6otFz3xjqKsmK/33O729PUDcZJYmZRVewOB3b7PWfrJV0/cn1zK+FxKXC2ucTM4H3z7CXWWbpuoChLvvLrv06zXLFvJWI3+iA5NSHCMFBiKKuKz3/hC/TDxCokqkacBYy2p4PCTxp3vXktvPnxjysop87kJxw07h5OXj3fjz/HL2r38bOsT31ByQqy0mAsmBLlGkwZqJQlm56xF0DexwhpwhiF1WqmBs9+XTHCbCg3DAMK0ZdkAiFIBKl1GkhzQYnkHPHJi0IdYW35aWIYB6w27Hd7hranNEuCgDEoJXYbiQSWUwbENEwM7cB4GCAJ1Xh/u6eu1xTGo3VG60BTiwI6hEBZVhhXUBQWdMHhak/bHbBWRger9ZJd16OUwk+RZ09fUr/7CK0VrjCUVck4HthuO84WltJalk3NzXWHUQanFVVh6dotVaU5O19hFyXBGYIOWO0w6nW67d35c7bzGGwuMKdxwGyDYrU9zbFPN/GdGzW/Br4exxVzmh+vF5TjJxyxlCMaon/Sjf/GfN3cYQKmlDBhkp/bOYI2jFozaYs2jillinrPvr/ixdU12k64suZPfvCS292eNjliesjFesnZpgSfxQS0rlBGz/k7iRQ8Q9exWp9JtruraHcdWjmwjoTm5dUNISbWy0RRBAorYfJ9uydl+XukYaBeLpmmgFGWz7z7Gd55/Jj9bsftzS2bszV93/PBB8+4urrl3YcPIIkxpi1KsurY7Q+gDGXVMG6vMUZwuM+++1nK0tINo+Tb2JYhBdo+Yl2NcSU/+uAJtixYrBdSeJVlsVwzTqNEQ9iCkCD0A6OPTCHTDQOP33mXrMwpPwc1uxH8hK7zLi7xT7qg3D3EfNRz/LKg/FO85ASqMbYkl0tyDChlUKYi0lFutKSq+UFigceAIZNSIKuCkD1hlPjfcRgIPki8bcr4OOL9gHVGboroJds6SzAtgJ0przlEum4ghMz+sKNtWxxa8s5TnoHHTAqZKUy4xqGtEZylG4m9x8TMOEmc7uQjh13LogKrMsW6wFrHEALGWryfKJuaqi64uW1xzvDo0QM+fPKCuq74/Oc/y65tCTGybBq8j3TdyFsP7gMJo+F8s2I8XJFCRlvNoqkwRgpjYTSLuiSEPeN4oFmucOqcWJQEnVBKBIKvbq7XAc5kXh9ZafXKZkKjcNjTV5zm5/OSjJNXT/nmzFpCtvSrb3lnhv1RHY0A7q9A0jc3gzy7AuckbDRrLckFcozksqQqa6bFwHA4YMqGoiopVpeo+iVXt3u++/4H/OjZlm70lE9uqW3m8cN7+FxwaRfUJbimnC37NdYqGl2y391SVQ1aF6Ay25sd2/2BP/nOn/D2W4+4vbkVQoPROANDdzg5KsdZxe292NCEmPj+d3/Er33xS7z77rv8g9//XW5ubhjGnkM78Pt/8Ed8+MEzPvfuY772G1/l+naLjwlbOKYQ2R32RDK7w4GQMqvFkqpZsGwqDu2Bqllws92RdpmLiwf0Y6AfJP10GAPjFOn6CaPF8+5wkKx4heLy3n1ubm8l8yT186hryfnFOUVVUVa1JG5GuS5f0wS9SWThdSbV3XUUl37UyoA1+oSn3b1GPuq6+EnF5PR8s3bqJ61f1KLz6S4ox8OoNmhXzuMsTSpqwjTiXQ9uxaiuOFw/JU1ebM5TQpPIjEK3nTzTJG9zlNPbpDU5SyzwYdfTdXt8mNBaUVYFTV1hC4VxhhAS3b5n6AK77YF2d6BwjmwUKWaSykSyhGzFhClK0TMAU9/juxHfeW6v97N/lSYmxWE/MrQDcYLN6gFd16OLGqUQOnSY2G5vqJsVNSXPXt5SFg5UpqodRWlJMTGNgVW1JEXZWC/vndGPA6TAoq6Yhi2FpK+yaGqGsWd3e0tWHZuzgim0uCpRVSWxWBJ0foOq++aNk8laXF1Pc+07rBeFxqRXN7+aMajT40oJweL0vhSd07PPkbDHrz/lTNz9WT7mJPlRHzspqHNGkSTKYPZZS7VgB2W9ol6dMfYblhc964cdz5+/5Ns/fMIU4f6DR2QMHz7fM3kYfOYwRh695Tiv1oTsySTCNJCz4nDYsVydM40ZH+D73/kB/9HX/yFjmtjudtSFk5GTVTSlwQ8dCTEotdYxdh3GVXz7m9/iybMXfPjkKWqKvPXwHuM4cn19zVne8MGHz/jGN76BNSXf+lbHer2i7XuU1vgQud1uJU1QaVxRsd0duLd5QNsPlIXDlTXPX17hyorl+oxhDDx7/lK6jXZEG8fN7QEfIg8ePmR3e8v1zS1aay4uLtBz4ubLm1usLUgZVmf3KKoa6yqhzCN2iT/RZuXOKOonFZQTxvYRSzpccaA4rjcLwk8rAh9VcH7Wz/9FWZ/igvLKuN5oA66QTSQrSbIrArgJXQco10Rt6W6f4fst27YjTr0wuUIkhsDQD4RpIs/vkyRDYRgnhr4DJTnuZekonLBvvJ/oDntx3R0825sd++2eOCU26xJXiodVmJlhzgDGUpUVVdXgc5bvFSXwaVFVuKTwSjEMUJYTfhhRynB7s8U4zdJVoBI5R9ruwGKxwRjDvm0lQyUFxrHD+4DWinGcMCjcvXsURUnXtYzjgrPNmpcvntAsDMpr+naPMQ11WWBUT2ENY9cxVJ6kCkIcqZ0FV5C06C1QP2mslFHE1/CL/FpBUSeb/9NH7j6FUiR99903vocy5Dc3gyNlUytJaFRHkPUNNg8fsZHMFhzpqCFKQX4HmWaSS+leyiYQpgk/XTCOI8uhQ7uaaZz4ra99ld/46ld58fQpVy+esO1axvef8/L6ln3v+er6DNcsadsD42GHwpBj4vrlSzIl213Ph+8/Ybc9MOLpuh/whc99hq7rUMlT6IxVGWUs+8Oe5eoMrR0pKW6ub/jd/+h3WSxWfO973+fBvXNCjHzwwQfEFKhntfzV9prSWr7//R/NXnQjw+h5eXUjpodZUdY1ISV2hw6ThaX48NEjhnGkXm2YfOTFixu+9Z3vM42BrAzbfccYJm52lpvdgc1mTcqKZ89ekFDU9UgInmfPrzDGsjk7IyTJuDnmvzttcbMm6eid91H/7l4PPz6yemUL/1Er65/ckXzUdfHm+mkdzD8N61NcUGRlNZ945/wHshJAPSeym0OUXMEqBKzRDFvD1MrJLAXPNHpSTAyjZ+wHUghEH8T62udZi6KpyoK6rKmqAqsMfevppz1934tLaTsQp0hha+qFJM3l3BNjFgwlB0zpcMbOEblmxmYKTGlIKhPKTF3U7McB7yMaxX5/oLSW1WIFM6iuiwpjJU/FFZaub+n6idXqHj5k3LOXtC9vJbM8KoKPDP1IXd9Da0mpPLQHzjdn9LvnWCWF1Zo8C/cKrNE0qwWKnhhGJj+ydIbsLBHQ9lWHgnpjy84ZneVjr/kqnZYY+f3Epeab+24Nea2g6Fn8+eqxN2ftr4nS3vj5jj/TnSeQz88Zskab+Wef/5diQqEpSnEJSDESgifMyYmf//yv8Bf+U78j49BpIKbIsw/fY7dv2e127PuRanXG53/1K6QZqwshYpTi9uYGpSqeP7/lxYsXEmhFQJO4vd3SFJadgexHVA5szs/pJ4/Wlt2uw7iam+sbxnFiu32GUbBeNbSHlqfPnjFOI+uzSx4+fEjbvkfMmSfPntI0C7b7PYe2JeZMPQxkNMvFkhjEHHOwCjOnK1b1gmH0dLuW7/3gh9xut2hlqOqa292OZaqoU8nt7Zbb2y11XTNNE9/61ndYr9es1+vZcdey2pxxce8+5xeXLNcbirLCFSVFWWKPTD81d7WvjS4FG1P6x4sJcCK9fOQ+MV9Xb468Xr8MPr5I/Lyf/4u4PsUFZT6tzHYIKssmo8tXJ98iJmwKGKWImzB7f1mSalDFOTFOqOWEnyaq5UBuD4RpgnEU2uc04eZck+gnuslLCmMOjOMoyYEBxiEx9rJBZDzKaAqtKZxQS/sxo52m0BDThAoaqxYoHRhTwlYFySQWdU3b9qxWC1LoiNOBymgKbShMidYOax1ZK2LviZTEAsrFAlUusGXNW4s17733jDB+IDGmIWKtIcaJelGxuahAZ8l0mTyLcsHh+oBRmugl/bBqSrQdWZYVUz8yBkdYKHxhMbWlyqCVJF4e71/9Bo5ymlipV6/UcWWpGK+/mq8VjDdPkq+PvORjd1uYu/+Z7wD6rwwF7y79ER+TDUxmqFq/ftJVJp3eN9kSg8dEjUuGh+++w7/01/4a1hj2+z2PPmfZXFxy//4lQ9eJ2ny/44fvv2RzsWdVOYps6P1EnCJjP4CFKY3ctrd0fqTPihQ87z95SU5wtpRUz8IqrGs47A/0bUTZihdPn3Kz75iyZkiZ77//Hqs/XBKi5/q249AFmusejaNwheiolKYdBpLSZK0JOZOUJHdOMRLSxPW2xzhHnybMEDlTBS8/eMo4TRzGkT6MpJSh0FhvCW0mALvbHdc3e+7du0fKis3Zfc7ONnzmM5/l3qO3aDZnrNcbzi4uWCyWImi9o0PS2pyumVcebfzYOpI07r7y6c2L4c2X+CNSEt/ERV67Tj6iY/mnvUv5FBeU4yjj1cz8yO45PW4NOluK+WOuKKmaFd3ihrHvCFGCoKZpIvqJpR8lK30aCX4iTwPZe8ahozsc6Nq94DBjLyOymJkmjzWa1WKNM0oEZEa8uaoyQDD4IZJ1ZhgHUvLUG1G1B5XIWpO0RlVWaJPTxGq95uZqhw89601NVQsrSwJ6FGhYbzZED34KFAtDUc12FZE5H0RTWEMcI+RE09SUZcE4jTRNfbLg90NHvVgyDR153mhj9pSmIsVAYRwmGFzZoJyIPg0Zk18HON+8+T5ufHBi5n3M5795437c+z/x+viJo5GffVYuP+/r7xsDOWlSMhRlwT/z5/4cwzDQti1j3zHub9nvdnRtS9u2HNqWrut4ebNlKAxFGrjZ7UlY9sNEOx7YHnp2fc+u7dFlg58C2+AlNfN8jdOaqrQ07cB222K6wBi3tFPkBz/8EW3fU5Q1YZx4/8MPWS6XbLeH+fe5oaoqLs7PwWiWqxWr1ZLPf+ELNE0zOxo0WGsZhoHD4cDhcGAcR263W4Zh4MX1jYTKpUSzaDi7PCeEQF3XrM82rFYrNpsNj9/5DHVdc+/ePd566y0uLi44PztntV5hqwZbL1+LhDi+9nfNW1+9Dj/1Bf65NvX/OJ/783Ytv+jrU11QPmrdfYFFGaJQtsItDNYJGL5cnxODRM0exVoxeGKQguIneSs2+J5pHPBjzzQMTONA1x4Y+o7Ddk/fdYzDwJACU0yQDYUpoFgQVItWClM4ytKg6DAws3YMU5JIYONKun5ks1lQNEsOo+eHTz7AlIqQPcvNGlc7hmlgvVmKRYvPaCWjgRgi2on7bkoRmwNWKYwuqGv5Xq7QGKvm6FoJ7Epk+hBpihJyRCtD2WR8PxIRo8nYy8+3XK0pXElUQgXWWXM3e+LjCsKbSxwyzGsf+3kLyM9yo38cBfSnFZSPfRxhMOQsIWzKBIwrqZslKQXCeEHfD3OROdC2HX3fs9/tuH7xjKvbjh/+6EPGkJli5mbXcrM7sGs7Dt3ISkuX7WPkxYsruv2W/XbLoqm4uT1QFiW3u2f4CM9vtuzbgbYbsEXFxeU9CfdCUVZSJGSDv+Tx43d48NZDlus15+dnrJYrLi8vaRYLyqIgI44Q0zSRYmS323G73dJ3HSGGUxfRNIuZDedwVmx1XFFI4FRd4ayjLCUP3rqjK7QYe2b9Oj5ydzT5866f9+v+SX3uP03rlwXlznqtfYWTF082oE1BUhprC2y1PGVOS2qiF7ox4gt27FBi8ETvpVuJkWno8ZMUlRQ8Y3uQsUbfEf3I2Mt/Bz8xJFFCK58hKJSDanZSTSFJ0qIucJUC7Ug6cb3r6YeJw6Eju5Ix3LBeFKzO15SLEu0M2RjGkDDKzWryAueWZG0Ye09TlDRVQU6J9fqMw36HViK8VCqjjSVFCFnRTZ56fUFKnmEQqnDVNGRtGFSJzwbrGpS31PUCbQtS0hglNiivdYM/RweR1cePvD6OzvmzPP+b4O1HPf5xX//TiuNJDwHiKWbdK1frnEhNRbURA9Fj/Ow009IPux3b5y9YPfwsHz55xo/e/4BoA6qIFMlwVi7ZbNaMQy9MxDBSFwWqKDgMnny7R+mWl1fXTCFJgJl23H/wgLceP+bxw3soEu+88w5VVdHUNVVdU5Yl6/Wa5WZNs1iwXC6pqmqOF9AnvzO5H14lWB6NUIGTd9iRcXU3YOooSMVoUhbF+6uIiBnbyPMf7GP+rj/vpv9Pskh8GovKLwvKxy2ZDnGa4luL0gZyQpskZm85Y3KCFIUumiKuEhZVDIGY5G2OkRgnUvBEP4m30mHH2PdSRMaB4Ef8ODAMPdF3pPE5eYgoH0l5z5h2uGTwPqN0iTEFVkW6YeLlbc8HT17wwZNnNIsVS+dIWvHonXdYbM4oCg1GM0XNEBKb1QK0omw2lIsLbm735GjwPrFarVDKME0ShrVclNR1ASQK5yiLgrLeYGuwRmxScDXjYUdTGmIEr2p27chZXcxaGo3VFqsMijjbrcx/5o+4sX/ayAt1J/70DVD9I1/Kf8wF52edhX/Uc+U3uqtjgTFI6FLEzR+Hark+OVPHGMkhkb8Q+A0fGMeJfhhp+5F+GOi6Ae9HUpj4oz/8Q9arFZ/77LvUVUlhLcaIxY0/xdcmsVDXlrKscGWBzoKPXVycs1qtKFxxwiisNWhnJRVUAajXXielhNBy5Esch8inx+E1evcRND99roKoXn3dEUhP81uF4kiH+CjzxJ93A/9prKw3v8eb7/8818GnZf2yoHzM0nfkbMeLPKuj95eS/ITMfGMI1oCKKBUhW7QtURlMjDBb4ucUiMGTYmSxuiBME8PYi+7l9HbEh44Y7pP6iBon8vCSdv8jurHDjnBparQz9N2e959s+d6PnvCd771HNyRud0/5jS+9y+fOLjm794CsJXvEupIYEpFMHzQhKNo28Y++/Udsb1t++2tfRceAaxqUtrSHgeXSsVo1NE2JUpkYM6Cx5YrJJ7b7A5vlknq9YhgS3o9YW7Pfeaauw6kFSVf0k8cmRIAY42tCw59lJPVa9yg7089VUN58rv9/FhReA+3za7uuDJveGOeV+qTCV1lh5qjZODtZH+MRhFEY0Qr++b/0n6YoyldZOnM3jQZO+JNgiEfigUJh1Osq87sdhdJK/u4f9yd+9bKevsMbf5BXH3vzQTUX1eP7+fW3St397388m/dPep6fpdv5qGvg015UfqaC8jt//i/xz/8Lf/nUugL8G/+L/wnr9Ya//Ff+OheX93n29EP+xv/p/8DN9UsA3n787k987BdhKaF0cTwHz4RDlDoqWOTOkS4FyDNrKc83XY6CNWRR4qts5pwVi3VO1NVJYWPA+kAK02yjPxH8hA8DnT8j9AHVDUw7Qx8PxJA5jJkpOaBgGA5cXfd8+7tPGbxjjIonL15wvtryuXuPuN32rBYVS1ujkmhtUkrshsyLmx0ffPh9fvijFwy95/LBYz7/zj3GqDBFRQg7XOEwVqMNp7TKcQz4255/7+/8Xdpu4M/+mT/NV77wWVx1Dt0twQe2+44P3nuPza99EbcsiFE2P7GR1z/mj/XTRl53T5MfNfK6+3UfdVO/DtZ+PMby0zaFn4dA8ObzSbjS3c8/ZnXc/WFf+2ogY+bRqyKfOgH5nfKpWEjTIK+xDyVGG15dwUKXDSmRZhNFozTHqzlnEc2Yo+Pu7A7wml0JCjUHrR3XqZj9jOsnCQcBPv6vKCur/2Rs3X/Wg8kv1+vrZyooDx+9zb//N//P/IPf/Q9PHzPW8t/57/33+dv//v+VP/rG1/nzf/E/y3/lX/lv8W/9G/9TjLX89f/Gf/sjH/vFWmnuOo5bn5wf5wOdCO6OvbrMDuYbXYkl/Nygz9I8clJiAjl3NjEbcSy2kRwrFIk0g/wheQq1IvQT+dDRmsAY9vis2W8nnl/tWF7eoxtgu/MotaAoHc+vX4CuyDiePLkiTZ4vf/Hz+GDwgCkbUvbcbFu++8On/ME3vgemQWH47g+f8O7b95lipqwaYrqdUxGN2HWkRIyZrpv4wXvf44+/9R5lVfP3fu8bbFbnvHO+og9bfvSjpzw/ZF5ct9y0nkfnohPQSsm4UEt64mvjkDc35ddOsmIUeTzSHjuUu+vHdCN3N/E3T5tvFpAfO1b/lE5HKV77gp92ktWvFxDprn5yAcuzueTdrzmOmNBIp5BkvCpOD8zUN6E8C6BekTPElGa8Sr7e2fnMcxwtpQgpn76HRronqSMZM/9sp2bhx7oKw8+zjt3QRz4mvqo/ccn3/vkK2E/9Wf5/ePxn/ZxP0/qZC8rv/f3/b3tnHhxHdefxTx8zmkPnSLJ8YgeDsQ3GJhBugx0wweBwGQhJoJJQW0vV1lZtKn9sZY9QqWwqSyULtRu2ErKpDWwRKllywAKJTcDBITFgLieOD3zbyLaukWYkzdXTPd37xxyaGc2MJDP2zMS/T5VK6vded79fP/X79rt+742CsIWLFpM0DHbtfB+Aba9v4RNXrqa7Zw4tLa1l44YG+qpswulEm1RxKXmVWq5aUQA13fPl2GpOULTM/1puoZzqSn/1ZR1C2gpKxuOuozvp7grNhaJ70LBx4yflSmK5Ynh8HnxtnYwGB1BOnmBgdJx+w+TwkRMcOTlCEg9xwyQUGcdSk0TiEQYGLJpcXkZjKUzVxtfsAUPHsjSshMnYiImi+jEcPT3Oo+tEIhGcpEGTtwlLU0Bzozhu1JQbK64SjiZwVDfHhmL0RW1muTVO9AcJjoQINHsYNxyODY2z+3AEX2snw5afVrePTp+O4kRRbD+oHqzMhIfc4sa8lfPkDcgqGWGxmWhJZL+rC8qlqMuhUgsk6xwyL0FBawml8Cs82x1UDmcKb8ROQQtk4oMkL0VeD5gDWmFXa/FXffrZkJ5/nD0/l/W8LY1JTwGfuIszyTOBo6hpNzcUdSmp2RZ59pMocwXHoXAooXIFn5/3icdaTlGKjvO2y564RoXnXJR+upMvKiGCMTOmFBRN1wl0dnPVtWuZN38hkfExtm7ZRKCzm2BwMJfOcRzCoWG6urppbmkrG9c4gpJ960v/Q00OzYRM9CLk+qAnkqS/IlGVjHO4dLANBTvoZbsRHMWN7mqiye1BSTXjb26lpa2Tts45xOIRDvf2cqz3JEOhMTSXj/DoKJZl4vP7sByIGg4jEYNj/SN4/QncTTF0lx9FcRONJojHTWwnveo/Go3i8/tJ2TaJRJJ4PJZ2hmenN3tKWTaJuEEyZWNYRmZ/eovg0BCBFh8joVGiPd0MjsbZf2yAQ0fDdMwyWbZqGc1tARRNZ2K8YHLlnVsBlCcIBa2Noumh6gxe9MldWir5HSzVHlMpFT85rHTayQvuKLmgrmylXOZ++WcUxBbnvcSp2WjHydqaPXZKn1B07uTnWfGUHKfSuSUzsWrLlILi9zdzvPco727fxi+ffZpzFy/hznvu580/vIZlmgVpTdNEd6V32SsX95fOjPviMxVlfreMbadn31iOk945UHOhOul943WPF09zO8mkgbuti/5ghLE/bMe2Vcaj49iOja7ppGyVpOphaNwgfPh4eqaOqwmvr4143CIaiTEeGcewFdBd6BlXKCPhMGNjEYyEgWKnSFkGtu3FTkE8niCeNNGafHg0lVa3TmQ8xtioxXg0Qf/wGH/64CiHTg4zGk3gSyZpbmnD52/LtM7S7lAcpXJFlN/KyK+spzvwPtUgf/aru1z6mY6pVONL+FTS1pp6+8JvpGf3l8qUgjI2GuaZp57IHR/cv5djRw6lBaLAQR+Z/auNinHlWHXpFVxy6RUFYY7jMBaflh11QbEwZCsa27Ynt1agoHsnG5cbC3AcFFVPzzNzbGxHQ3Gr6YF93YvLlaTT7eOT69bjbQ7w9jvv0jfYT9I0iEQipHQdd0srlqmSjMdAVbBSUVzuBLG4hZlIoKmAquHRdLyeJhKJOFFVJTQWIW6kd460TBPDSJIyFVxuh5hpY8XHUXw6rT4Pieg4CcNgz76DDATD7PngIENjBoZloWgqLW0dqHoTDjoO2oSgTFFp529SNFNBKXW9mQpKpWvN5F6ljqfaL7x0i+bUKstqjBOUSzvddR9nqqKf6XMWqs+UgjJr9lzOXbyEt7ZtzYVpuo5lmQQ6u3JhiqLQEehiODiEaZqsvOQTJePK8cf3tvPH97YXZs7l5rbPPDQTe2pOsajAROWY7crKxjm2k+kjzxwXdetoigqOjWNnOp8VF46jgWqja27QvXS5m1lzQwtdPbNobW9lx/s76DvRRyxqMKZbzA10gRnHTJmYCZN43MLBhYVFwkigaTZds/x4mjTi8RhezY2RAsMGW9FIplSStoJh2STjMWJJm7hpkzBHcekuFFT8/lZicZNdf9hOLB4HRcFOpUg5Nu4mL47jQnf7QdNRtbTvJTWzZ/tUP8XPsNxxqXLI/zv3jAEVtWA/lOmKVDlm4sOp3irhj8KZyKN0YTUWUwqKmTRYvWYdwaEBDh74gKXLVjBv/jm8+NxPufb6dVy86jJ2/XkHV1+7ltFwiKHBfkIjQbw+f8m4s4FS/9T50y8n0pXv+NEAlRQONraSG5TBcdKD/raioKpeHMvA12Kz6uOrmDd/DhevWMGeXXs5uP8QQwODGKZF0rRIWhaRaAwrpeJuasFyVAzTxu9y09bWhpIyGA2H0GlhZCxGLJnei8ObtIkPhPA3NxMai9EXDONoTYyNjmFmfDHNmT+XQGcXu/bsx3EUuru7cOkaHZ0BWtsD+PxteLzNKJqCqqUXh6rORAukuDUynS/0mXx5F7RyIL1QrkILZap7T4ey4xhS4U2bj/qs5FmfeaYUlNDIMM///BnW3ngLd9x9P6GRID/7yZNEI+M8+8x/c/OGjaxbfzuDA3388tmngfQWs+XizmYqDU6WkCBUUoCDnRnMVlQF21Ey00E1bMWNy6OBaoFq0dHZwfILl9Psa6Wnaza9H35IcLif4EgSM5XEtlNYZgqcOClHQdHdxOIJPti7F7eaYumSc/F53ATDoyQMh5ipMBiOYSSi+PwJ4iYMjBvEzQTtLa0kEmHshEVoNEJLW4CrrrqKttaMfyefh/kL5rFgwUJ8/ub0CmsFHM1BUVRUe7KI5P9UWqV8KoPkM+nymqrcBEEozbSmDR/Yt4cD+/ZMCu/vO8FTP/xuyXMqxZ2tTKqYlILIzP7yeVGZOjS7aSGqguqkF1M6ipr+27bT/pQUD2qzgqY0oToufL4WOjs7GB6Zx+DwIJFolPFojLGxGOPjCcKjaQeVZipJ3DBwXArH+waxbIfxmEk4kkDVmrCMFKrqJWqpOKpOz9yFJFIOrc3NLFt+EYGOdhYtXMDc2T0E2tvp6GijrbUVV5MLj9eLqrvQXW5SjoOjOChKejxJVdTctNTJYySZzaoypJdEFDnxqFTJK4Xxaf3IO6Zw34uZjoEIglAacb1yhig5YKgWh5G3/kABZWJWnJM9JyMuCgouJ4WjKjiOG9Wlo6leVM1E9zTT3jObRRecTzweJxaLEYvH039HY4RCYcKhMGOhEOHRMEYigaKA3++jvb2d81xu3E1NeL0+PB4PHq8HT5MHl9uF2+1Bd7twezwZ54EePB5vzjusS9fRNA1Fy26gpeIoCnr+hlcORVV6IbZTYnVDXmKnuEWhKBWnETuZ51XiUnmXqDyrS0RFEKZGBKVGlBQYpXh5XHElWLzIKyNCTnpdhZ5pDTR5vDnfT9lr5zsYNAyDpJHEMgwMw8isiVHTguBOT/t26Tq6rqNlBSJzQzWzF7ydGQDK3787367s73yfUPnGqFNMwJmq/p60XmOqE4pbHZVTi4AIwikgglJHzLQSS3vsdQqmHWf3nMheLz8+O30Z0jPM7FQqs3pazV3LdtIzz7JCkL5Q4Rd+1rtZfqWeP4sp3578qdMFtk5lm3JqC9sEQagdIih1xKnOJio1iF3qulnRgPSe7o6jl0wHk53+FToJzKyarpCf/POLp8oWDomXy3TlaFljIAj1hwhKnTCVmJRbv1Bq3Uu56+a3UNLj2sXnFK77KG5tzCS/mlbeaaCSvX8lTZiBtspaBUGoD0RQGoSPOq21WHQyK1sq3JCK4xLT8SJeNl/5ng8rnl/m9BICKqIiCLVHBOUspKwr8gIqiAmZyr5GvU4iBoJQn4ignIVktaBStZzdTKxs/BQXqDjGkcnAlC2kStGlZskJglBTRFDOIooHxqdxRsWoj9ROmEowpjo9v/tumv6xBEE4vYignCWc6Qr3TN5PxEQQ6oPpbOMsCIIgCFMigiIIgiBUBREUQRAEoSqIoAiCIAhVQQRFEARBqAoiKIIgCEJVEEERBEEQqoIIiiAIglAVRFAEQRCEqiCCIgiCIFQFERRBEAShKoigCIIgCFVBBEUQBEGoCg3hbdhIWrXOgiAIwlnPVHVxXQuK7nID8MRPXq9xTgRBEIQsusuNZSYnh9cgL9MmEYvQ4oFn/ucHtc7KR+L+Lz7Ej58SG2qN2FAfiA31w6nYobvcJGKR0nHVyNTpRFWVkkrYSCiK2FAPiA31gdhQP5yKHZXSy6C8IAiCUBVEUARBEISqIIIiCIIgVIW6F5Qd722vdRY+MmJDfSA21AdiQ/1QbTuUK6671anqFQVBEISzkrpvoQiCIAiNgQiKIAiCUBVEUARBEISqIIIiCIIgVIW6XSk/d94Cbt6wkUBnNwP9J3np+f8lNBKsdbbKcsGyFVx+5bU8/eT3AegIdLHh9nvomTOP0Mgwm178OSdP9E4ZVwsWfew8PnnTrXQEuhgbDbN1y2YO7NtdsQzqrXyWX7SS1Ws/RXNzC8PBIV7d/ALHe482lA1Zurpn8eBDX+aH33uU0Mhww9lwxdXXs+aGm0mlUrmwJx7/Nq2tbQ1hR1t7Bzdv2Mj8BQuJx2P87rcvs3vn+w31Tl+44hLWf3pjQZjb3cTWLZvYu3vnabOjLlsomq6z8b4v8Pabr/PYI1/jyKF93HXvA7XOVllWfvxybt/4WVCUXNid93yeQwf38dgjD/POW7/n7vu+iK7rU8adaXx+P3fe+wCvv/YbHn3kYV7Z/AK33XUfXd09Zcug3son0NnN+k/fzfM/f4ZH//Vr7Hj3Te6694GK+aw3G7Ioqsqtt38GXXcBlfNZrzb0zJ7LK5te4N++9c+5n3g81jB23H3fF+k78SGPPfIwz//sx6zfcBdt7R0N804D7P7zjoLnv/mlXzIcHOS9t984rXbUpaAsXLSYpGGwa+f72LbNtte30NrWTnfPnFpnbRJrb7yFi1deyvY3Jjwid3bNoiPQxVvbtmLbNjv/+C6xWJSPLV5SMa4WtLV1sHf3nzi4fy84DkcPH2BkOMicufPLlkG9lc/I8BDfffRfGOg7gappeLw+4vFYxXzWmw1Zrr72kxz/8EjuuBFt6Jk9l4GBkwVhjWLHvAULafJ4eP213+A4DidP9PLUDx/H7W5qmHe6GH9zC+vW384Lz/2U5pbW02pHXXZ5dXbNIhgczB07jkM4NExXVzdDA301zNlk3n7r97z26q9Zseoyzll0LpDOfzg0gm3buXQjw0N0ds1CUdSycQf27Tnj+e87eZy+k8dzx+0dAbq6e2hpbStbBs0t5eNqVT5mMknP7Ll86a//Dtu2+dlPnqSru6ehbJjVM4flF63kyf/6D664+nqg8rtQjzZouk6gs5urrl3LvPkLiYyPsXXLJgKd3Q1hx+zZ8wgODnDTLXew7MKVxKIRXnv116iq1jDvdDHXrb2JD/b8mb4TvSxZetFptaMuWyhutxvLNAvCTNPM7Y9ST0Qj45PCXG43ZpFHTtM0cblcFeNqjb+5hXs/9yA7d7yT8UJaugzqtXyGBvv59jf/gc0v/YK77n2ApiZPw9igahob7riXTS/+Asua2MSoUj7rzQYAv7+Z471HeXf7Nh5/7Jv87rebufOe+xvGDo/Xy7nnLWFkeIjHH/smr778Infc/Xm6Z81u2Hf6whWX8MbvtwCnv26qS0ExTTPXh5zF5XJhJo0a5WhmWGayZP6TyWTFuFrS1d3DF/7qb+k9doSXNz1fsQzqtXxs28411UfDISyrcWxYff2NHDt6mOO9RwvCG60cxkbDPPPUExw9fAA7leLg/r0cO3KoYeywLIvx8THe3b4NO5XiyKH99B47gqLQcO80wPKLVnHs6CFGwyHg9NdNdSkow8FBAp1duWNFUegIdDEcHKphrqbPcHCQ9o4ASt4gfaCzm+HgYMW4WjH/nEU88ODf8P47b7LppV+A41Qsg3orn8XnL+Wez32pIEzTNIaDQw1jw9LlF7Pykk/wla9+g6989RsAPPjQl4lExhrGBoBZs+dy5TVrCsI0XceyzIawY2Q4iNvdVBCmqCpGItFQ73SW8y9Yzt7dO3PHp7tuqktBOXbkIF6fn4tXXYaqaVxz3Q2MhkMMDfbXOmvTIjg0yGg4xDXX3YiqaaxYdRk+fzNHjxysGFcLWlrbuOezX2LLb17irW1bc+GVyqDeyqe/7wQLzvkYS5ZehKKqXHr51aiaxtHD+xvGhh/853d47JGHcz8AP/rBv7N/766GsQHATBqsXrOO85YsA0Vh6fKLmTf/HPY1iB1HDu/HskyuvGYNiqJw7nkXMH/BQvZ9sKth3ukcisKcufM50XssF3S666a6dQ45e848bt6wkc6ubgYH+njp+WdrPr++EitWXcaqj1/O0z/6HgDtHZ3cctvdzJk7n3BopGA+d6W4M83qNetYveYmkkXdCy//6jmGBvvLlkG9lc/CRYu58ebbaGvvoP/kcTb/6jlGhocq5rPebMjnH7/+Hb7/3UcIjQw3nA3nX7CcNTesp609QGgkyCub/48Pjx5uGDsCnd186tY7mTN3PtHIOL995Vcc2LenYd7pLD6fny///df5zrf+CTOv2+p02lG3giIIgiA0FnXZ5SUIgiA0HiIogiAIQlUQQREEQRCqggiKIAiCUBVEUARBEISqIIIiCIIgVAURFEEQBKEqiKAIgiAIVUEERRAEQagK/w9Ymt8wvhrJPQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 460.8x403.2 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = plt.imread('../data/catdog.jpg')\n",
    "plt.imshow(img)\n",
    "h, w = img.shape[:-1]\n",
    "pixel = img.reshape(-1, 3) / 256"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "split_model = KMeans(classes=2)\n",
    "centers, results = split_model.fit(pixel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "img_split = pixel\n",
    "for k in range(len(centers)):\n",
    "    img_split[results == k] = centers[k]\n",
    "img_split = (img_split * 256).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2c67a881070>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 460.8x403.2 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_split.reshape(h, w, -1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from mixture_model import GaussianMixture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "gm_model = GaussianMixture(3)\n",
    "gm_model.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "classes = gm_model.result\n",
    "gm_means = gm_model.means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a, b = np.meshgrid(np.linspace(-4, 5, 100), np.linspace(-2, 7, 100))\n",
    "meshgrid = np.concatenate([a.reshape(1, -1), b.reshape(1, -1)], axis=0).T\n",
    "z1 = model.predict(meshgrid)\n",
    "z2 = gm_model.predict_prob(meshgrid)\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "ax1 = plt.subplot(1, 2, 1)\n",
    "ax1.set_title('kmeans')\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y)\n",
    "plt.scatter(means[:, 0], means[:, 1], marker='x', alpha=1., c='r', label='means', linewidths=3)\n",
    "plt.scatter(true_centers[:, 0], true_centers[:, 1], marker='x', alpha=1, c='blue', label='true')\n",
    "plt.contour(a, b, model.dist(meshgrid).min(-1).reshape(100, -1), colors=('g', 'r', 'y'))\n",
    "plt.legend()\n",
    "\n",
    "ax2 = plt.subplot(1, 2, 2)\n",
    "ax2.set_title('gaussian mixture')\n",
    "plt.scatter(X[:, 0], X[:, 1], c=classes)\n",
    "plt.scatter(gm_means[:, 0], gm_means[:, 1], marker='x', alpha=1., c='r', label='means', linewidths=3)\n",
    "plt.scatter(true_centers[:, 0], true_centers[:, 1], marker='x', alpha=1, c='blue', label='true')\n",
    "plt.contour(a, b, gm_model._pdf(meshgrid).reshape(100, -1), colors=('g', 'r', 'y', 'orange'))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 460.8x403.2 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "img = plt.imread('../data/test1.png')\n",
    "# print(img.max())\n",
    "# plt.imshow(img, cmap='gray')\n",
    "img_mean_blur = cv2.GaussianBlur(img, (3, 3), 0)\n",
    "plt.imshow(img_mean_blur, cmap='gray')\n",
    "h, w = img.shape\n",
    "pixel = img.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "split_model = KMeans(n_classes=4)\n",
    "centers, results = split_model.fit(pixel)\n",
    "img_split = pixel\n",
    "for k in range(len(centers)):\n",
    "    img_split[results == k] = centers[k]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "float32\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 460.8x403.2 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(img_split.dtype)\n",
    "target = img_split\n",
    "target[results == 0] = 0.\n",
    "target[results == 1] = 0.\n",
    "target[results == 2] = 255.\n",
    "target[results == 3] = 0.\n",
    "fig = plt.imshow(target.reshape(h, w), cmap='gray')\n",
    "coord = np.where(results == 3)[0]\n",
    "(x, y) = coord//h, coord % w"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Bernoulli Mixture model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_openml\n",
    "from mixture_model import BernolliMixture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "images, targets = fetch_openml(\"mnist_784\", return_X_y=True, as_frame=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 460.8x403.2 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = images.reshape(-1, 28, 28)\n",
    "plt.imshow(images[0], cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "classes = ['2', '3', '4']\n",
    "data = []\n",
    "label = [[i]*200 for i in range(len(classes))]\n",
    "for l in classes:\n",
    "    data.append(images[targets == l][: 200])\n",
    "data = np.concatenate(data, axis=0)\n",
    "label = np.concatenate(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "data = data.reshape(600, -1) / 255\n",
    "data[data >= 0.5] = 1\n",
    "data[data < 0.5] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 460.8x403.2 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(data, label)\n",
    "images = X_train.reshape(-1, 28, 28)\n",
    "plt.imshow(images[0], cmap='gray')\n",
    "plt.show()\n",
    "class_map = {'2' : 0, '3': 1, '4': 2}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 460.8x403.2 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bmm = BernolliMixture(classes = len(classes))\n",
    "bmm.fit(X_train)\n",
    "for i, mean in enumerate(bmm.u):\n",
    "    plt.subplot(1, 3, i + 1)\n",
    "    plt.imshow(mean.reshape(28, 28), cmap=\"gray\")\n",
    "    plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.78"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = bmm.predict(X_test)\n",
    "test_acc = (y_pred == y_test).sum() / y_pred.shape[0]\n",
    "test_acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7666666666666667"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = bmm.predict(X_train)\n",
    "train_acc = (y_pred == y_train).sum() / y_pred.shape[0]\n",
    "train_acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch10",
   "language": "python",
   "name": "torch10"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
